"Well, isn't this cozy?" Claire thought, her words barely a whisper as she found herself seated directly opposite Mark during the wedding dinner. Every forced smile, every polite nod of acknowledgement, felt like a deliberate act of violence against her own composure. Her breath hitched.

The perfectly arranged table settings, the delicate floral centerpieces, all seemed to mock her. The silverware felt heavy in her hand.

She stabbed viciously at a piece of chicken. Her gaze burned into the back of his head. The conversation around her faded to a dull roar. The only sound she heard was the pounding of her heart in her ears. Claire wanted to scream. Instead, she plastered on a dazzling, yet utterly false smile and raised her glass to the bride.

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