Her hands trembled as she held the invitation. She wanted to scream. All those years, she had fought to bury the past. Now, it was being exhumed, brought back to life to haunt her. She felt like a trapped animal, clawing at the bars of a cage. The carefully constructed facade of her current life threatened to crumble.

She stared out the window, the bustling street below appearing blurry. The air in the room felt thick, heavy, impossible to breathe. She closed her eyes, trying to block out the images, the voices, the crushing weight of everything. She slammed the invitation on the table.

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