The silence in the car was heavier than the humid summer air. He’d been unusually quiet all day. She kept glancing at his hands, which were resting on the steering wheel, knuckles white. The phone had been ringing incessantly earlier, during their date, which he'd stepped away from multiple times. It was a pattern, one she couldn’t quite decipher, but it certainly was giving her the feeling of something being awry. Finally, she broke the silence, her voice flat. "Who were you talking to?" He stiffened, his gaze fixed on the road.

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