The relentless tick-tock of the clock on the wall echoed in Leo's head, each second a hammer blow against his dwindling patience. He hated this. He'd come at his aunt's insistence, a reluctant accomplice in her sentimental quest. The pawn shop reeked of stale cigarette smoke and desperation.

He shifted from foot to foot, his gaze darting around the crowded space. He hated the way the light glinted off the cheap metal jewelry. He felt a prickly heat rise up his neck. His hands balled into fists.

Then, almost hidden amongst a pile of gaudy trinkets, a familiar setting. He felt his heart skip a beat.

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