He nearly ripped the email apart. He balled it up in his fist, crushing the neat lines of text into an unreadable mess. His knuckles were white. The air conditioning in the library seemed to fail all of a sudden. He felt a heat rising in his chest, a simmering anger he couldn't quite contain.

He yanked his headphones off, the sudden silence amplifying the thrumming in his ears. Leaning back in the chair, he stared at the ceiling, trying to regain some semblance of calm. The thought of starting over with a new advisor made his head spin. It was like climbing a mountain and being told at the summit that you had to start at the bottom of a different one.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205