The air in the art studio was thick with the scent of turpentine and frustration. Clara had been working on a painting for weeks, but today, her efforts felt particularly futile. Across the room, Liam was already packing his supplies.

She stared at the canvas, the colors blurring before her eyes. The news had knocked the wind out of her.

"When…when are you leaving?" she asked, her voice flat, devoid of emotion. She didn't want to look at him, didn't want to see his cheerful face. She picked up a brush and swiped it across the canvas, smearing the paint into a formless blob.

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