The message notification shimmered on the screen: "Rachel Thompson wants to connect." Emily felt a jolt of something unpleasant. Rachel. The leader of the pack, the one who dictated everything and always made her feel small. She clicked on Rachel’s profile picture, her lips pressed into a thin line.

Her fingers drummed a rapid tattoo on the desk. Every detail, from the hairstyle to the carefully chosen outfit, felt staged, fake. Emily closed her eyes for a moment, picturing Rachel's sneering smile. She opened her eyes, and then abruptly slammed her laptop shut. She felt her face flush.

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