The office felt smaller, the walls closing in. Sarah watched as the new hire, a woman with unnaturally bright hair, fiddled with the stapler, fumbling with it like a newborn. The woman was supposed to be learning the intricacies of customer service, her own role for the past six years. Sarah had built relationships with the clients, knew their quirks, understood their needs. Now, this… this interloper would take it all over.

Sarah felt a burning sensation in her chest.

"Let me show you how to handle a difficult client call," she said, her voice strained. She hated the forced pleasantness, the sugary tone.

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