The accusations, meticulously documented in the online article, felt like a physical blow to Clara. Her favorite author, the one whose words had inspired her own creative journey, had allegedly stolen directly from her. She felt betrayed.

She sat at her desk, unable to focus, the article open in front of her. She ran a hand through her hair, a gesture of agitation she often made when she was feeling cornered.

She let out a frustrated sound, a strangled noise of disbelief. Then, she picked up a pen and snapped it in two. The room seemed filled with a sudden, charged silence. She needed to do something, anything, to release the pressure building inside.

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