The air in the room felt thick, like it was made of concrete. It took her a moment to process what she was looking at. There he was, in a perfectly tailored suit, talking and laughing with the bride’s sister. Her hands started to tremble.

This was supposed to be a happy day. She’d promised herself she would enjoy it. Now, all she felt was a burning, an unholy rage that threatened to consume her. She took a deep breath, trying to steady herself.

She fumbled in her clutch for her phone, intending to text her friend, but instead tossed it onto a nearby table. She needed to escape this suffocating room.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253