He slammed the results report onto the kitchen table, scattering crumbs and coffee rings. Mark’s jaw was clenched so tightly it ached. His wife, Emily, looked up from her book, her brow furrowed with concern. He pointed a trembling finger at the document. "Look at this," he barked, his voice tight with barely suppressed fury.

Emily reached for the paper, her movements slow and deliberate. He watched her every reaction, searching for any sign of deception. This news, this seismic shift in his understanding of the world, left him teetering on the edge of a precipice.

He grabbed a bottle of scotch from the cabinet, the glass clinking against the shelves as he poured a hefty measure. Every sip was a bitter, burning reminder of the lie. The furniture in the living room seemed to mock him with its normalcy, the photographs on the mantelpiece now representing an alien history.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253