The paperwork was spread across the kitchen table, each document another stab of betrayal. He’d signed them all, of course. He’d had to. But the feel of the pen, the scratch against the paper, still sparked a deep annoyance.

He knew he should be preparing for the auction, cataloging furniture, deciding what to keep and what to toss. But he couldn't bear to touch anything. His fingers drummed restlessly against the surface of the table, making a repetitive, irritating tattoo.

He pushed the stack aside, the movement abrupt and forceful. He'd just wander around the house one last time, instead. Just to absorb it, before the world took the last piece of him.

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