The professor’s words were a low growl, echoing in Maya's ears even after she'd fled the office. She slammed the door to her apartment, the sound a sharp, unforgiving crack. Her shoulders slumped, a weight settling on her like a physical burden.

She walked to the kitchen and grabbed a water bottle, but she threw it across the room. The bottle slammed against the wall, shattering into pieces. She stood there, frozen, staring at the scattered shards. The quiet was worse than the cacophony.

She bit down hard on her lower lip, tasting blood. Her entire body felt like a coiled spring, ready to release with a violent snap. Every muscle in her body was taut. She wanted to scream. She wanted to break things. She wanted the world to stop.

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