The coffee tasted like burnt rubber. He dumped the contents of the cup into the sink with a sigh, the harsh sound echoing in the otherwise quiet room. His roommate, Ben, was usually a morning person, whistling and humming as he got ready for his classes. Today, however, Ben was absent, his side of the room unusually neat. A red pen, similar to the one he used in his notebook, lay conspicuously atop his textbook.

His stomach lurched. He reached for his backpack, rummaging through it until his fingers brushed against the familiar leather cover. His journal. He flipped it open, scanning the pages. A sentence, one he’d penned only yesterday about his feelings on the Calculus class, now had a large red circle around it. He dropped the book and walked out.

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