The restaurant was too crowded. Sarah shifted in her seat, feeling the pressure of the table against her back. The music, a jaunty jazz tune, grated against her nerves. He'd promised a romantic dinner. What she got was a cacophony. She felt a burning sensation in the back of her throat, like she needed to scream.

He was late, of course. “Traffic,” he’d texted, the generic excuse feeling particularly insulting tonight. She picked at the linen napkin, shredding its edges. He walked in, holding hands with a woman she’d seen him with before - and the woman stared at her and her jaw tightened. She was supposed to be the one on the date tonight.

Sarah didn't even care about the date anymore. She just wanted to leave.

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