The scathing critique had left Chef Clara feeling a terrible hollowness. It was as if her creativity had been physically ripped away, leaving a gaping wound. She stared at her hands, the hands that had created, that had brought joy to so many, now feeling useless and heavy.

She grabbed a large knife and began to chop, the motions rough and uncontrolled. The vegetables were reduced to a pulpy mess, the sharp scent of the onions stinging her eyes. She wanted to keep going, to keep destroying, until everything was gone.

She then threw the knife into the sink, where it clattered against the stainless steel. She was utterly exhausted. Her shoulders slumped and she leaned back against the counter, closing her eyes.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290