"No. No, this can’t be happening." Margaret whispered, her voice barely audible. Her hand flew to her chest, as if she could physically hold the feeling back. She stared at the confetti-strewn floor, a testament to the party *that wasn't going to be*. The balloons bobbed lifelessly in the corner. The DJ's equipment sat, unplugged, in the middle of the room. A slow burn of resentment took hold, starting in her gut and spreading outwards. She wanted to scream. She wanted to shatter something.

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