The morning commute was a fresh hell, as usual. The train was packed tighter than a sardine can, and the stale air hung heavy with the scent of a thousand barely-awake people. Sarah glared at the back of the guy's head in front of her, wishing she had the power to make his meticulously styled hair fall out. She’d been up until 2 AM chatting with "StarryEyed" online, venting about her awful boss, Mr. Henderson. Now, the thought of facing him again made her stomach churn.

Later that afternoon, after a particularly unpleasant meeting where Henderson had belittled her presentation, Sarah trudged towards her favorite coffee shop. A loud, boisterous laugh erupted from a nearby table. She rolled her eyes, already anticipating another irritating encounter with someone who clearly had too much joy in their life.

She approached the counter, the caffeine fumes doing little to soothe her foul mood. "Large black coffee," she snapped at the barista, her voice sharper than she intended. She barely registered the order.

"Sarah? Is that you?" A voice, familiar but unexpected, called out. Sarah whipped her head around and saw him. StarryEyed. He was grinning like an idiot. And he lived here? In her city? This was too much.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184