The bland card seemed to radiate a coldness that seeped into her bones. She held it, her fingers gripping the slick paper. The generic birthday wishes felt like a deliberate slight. A wave of heat flushed her cheeks.

She slammed the card against the wall, the sound echoing through the hallway. She wanted to scream, to break something, to lash out at the unseen culprit. She took a deep breath, trying to regain control.

She closed her eyes and took several deep breaths, forcing the anger back down. But the tightness in her chest remained. She felt as though she were trapped in a cage.

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