He stared at the handwriting, familiar yet foreign, on the thin, slightly crumpled paper. It was from Emily, the girl who had stolen his first girlfriend in high school. The betrayal had stung. It had been decades, yet the old wound still felt raw.

A sharp breath escaped his lips. He tossed the letter onto the kitchen counter, the action abrupt. He ran a hand through his already messy hair. The scent of coffee, usually a source of comfort, now grated on his senses.

He slammed the cabinet door shut when reaching for a mug. He didn't even want coffee anymore. He had been having a perfectly fine morning until this stupid letter arrived. He didn’t bother to read it. It was going straight into the trash.

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