A sense of profound exhaustion settled over Chloe as she unlocked her front door. She’d spent the entire day dealing with relentless clients. The thought of collapsing onto her couch and switching off the world was all she'd had to look forward to. Instead, she got the *thing*.

She heard it first – the singsong rhythm of French, flowing from the bedroom. Chloe pushed open the door and saw David. He was sitting on the bed, his back to her, listening to a recording on his laptop.

Chloe took a deep breath. "What's all this about?" she asked, her voice clipped.

David whirled around, a sheepish grin on his face. "I'm trying to learn French! I thought it might be… nice."

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