The library was quiet, the only sound the faint ticking of the grandfather clock in the corner. Arthur sat hunched over the ancient metal box, his shoulders slumped. He’d been searching for a particular book, a first edition, and instead, found this oddity tucked away in a seldom-used corner. His eyes felt gritty, and his head swam from the accumulated hours.

He’d lost his glasses. He ran a hand through his thinning hair, trying to remember what was in it. His fingers fumbled with the clasp. He just wanted to leave.

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