The air in the art studio felt thick, oppressive. Amelia ran a hand through her already messy hair, leaving streaks of charcoal dust. Her mentor, Mr. Davies, was supposed to critique her final piece today, the culmination of years of work. Now, the studio was empty, his easel draped with a sheet, a single, solitary sunflower in a vase on the table. She kicked the easel leg, and the sudden clatter made her jump. He left without a word, without a note. Just…gone. The canvas seemed to mock her with its silent presence.

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