The coffee tasted like ash. Sarah glared at the screen, the cursor blinking accusingly. The house. Her childhood house. Listed for sale. She swiped at a stray crumb on her desk with a vehemence that suggested it had personally offended her. A deep breath did nothing to soothe the tightness in her chest. She scrolled through the pictures. The living room, once a riot of primary colors thanks to her mother's penchant for bold fabrics, was now a sterile, beige box.

"Ugh," she muttered, the word a small, frustrated puff of air. She slammed the laptop shut with a decisive click, the sudden silence amplifying the thrumming in her temples. She needed to get out of the apartment.

The walk was brisk, almost a march. The autumn air, usually a welcome crispness, felt like a deliberate intrusion. Each rustle of fallen leaves, each distant car horn, grated on her nerves. She shoved her hands deeper into her pockets and stared straight ahead, a grim set to her jaw.

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