The constant tapping of James’s fingers on the kitchen table was a soundtrack to her mounting frustration. She’d found the book under his pillow, a truly awful, purple-prosed novel about their marriage. It was all so cloying.

She poured herself a glass of wine, the clinking of the bottle against the glass the only sound in the room. Each sentence seemed to taunt her. She took a long, slow sip, her gaze fixed on the back of his neck as he sat, engrossed in a video game.

He hadn’t even noticed her. The silence stretched, thick and uncomfortable. She set down the glass, the sound sharp and defiant. “James, we need to talk.” The words felt like a weapon.

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