The phone rang. It was her agent. “Great news, Emily! The publisher loved your… I mean, *Kai’s* novel. They’re thinking of a movie deal!” A coldness spread through Emily's veins. It was like someone had poured ice water down her spine.

She stared at the open laptop, the glowing screen illuminating the page. The novel. A fictionalized version of their lives, their relationship, their most intimate moments. Her privacy, violated. Her life, for public consumption.

She slammed the laptop shut with a loud *thwack*. The sound reverberated in the hollow stillness of her apartment. She felt herself growing tense. She walked to the window, staring out at the street below, the cars and people seeming far away.

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