Michael reread the email. "Congratulations! Your essay, 'The Weight of the Wind,' has been selected for publication..." He crumpled the paper, the crisp edges crunching in his hand. He wasn't *thrilled*. Not even close. He’d poured his soul into that piece, a story about his grandfather and his farm. Now, it was just… fodder. A piece of marketing material, displayed like a trophy.

He tossed the crumpled paper into the overflowing trash bin. He could feel a heat rising in his neck. He wanted to rip something, smash something, but his hands remained frozen in place. He walked to the window, staring out at the quad. The trees, usually a source of calm, now seemed to mock him with their swaying branches.

He imagined the admissions officers, patting themselves on the back. "Look at this gem! We scooped him up, and now we get to show it off!" He rubbed his forehead, trying to ward off a headache. He needed to get out of this room, away from the constant buzz of his own accomplishment being celebrated.

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