The silence in the car was a tangible thing, heavy and oppressive. He gripped the steering wheel so tightly his knuckles were white. His mother, in the passenger seat, kept up her cheerful attempts at conversation. "The weather's lovely today, isn't it, David?" she chirped. He grunted in response, his gaze fixed on the road ahead. He’d been driving her to the grocery store, a weekly ritual he used to despise, now a symbol of his current status: chauffeur to the woman who’d raised him, a role he hadn't asked for. The need to scream was almost unbearable.

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