“Unbelievable!” Clara spat the word out like a curse. She reread the email, each word twisting the knife in her gut. She’d convinced herself it was a formality, that she was practically guaranteed. Now, she felt like someone had sucker-punched her.

She grabbed the nearest object – a textbook – and flung it across the room, it hitting the wall and scattering pages everywhere. The room seemed to shrink, the walls closing in. She felt a burning sensation in her cheeks, and her hands clenched into fists.

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