The editor’s polite email, carefully worded and full of praise, felt like a slap in the face. Ben crumpled it in his hand, feeling the paper’s texture against his palm. He dropped it in the trash, then immediately retrieved it. He stared at the words, each one a tiny accusation.

He poured himself a generous measure of whiskey, the amber liquid swirling in the glass. He usually didn't drink this early. He took a large gulp, the burning sensation a temporary distraction from the gnawing in his gut.

He slammed the glass down on the table, the noise a sudden, sharp retort to the quiet of his apartment. The sudden outburst did little to alleviate his mood. He felt a bitter, acidic taste coating his tongue.

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