The news felt like a physical blow. James stared at the headline: "James’s Journal Jitters: A Teenager's Tale of Turmoil." His stomach twisted into a knot. He wanted to throw up.

He felt a primal urge to protect himself, to hide. The article was a betrayal, a violation of the most intimate space. The author had taken his thoughts, his feelings, his private self, and presented it to the world.

He stood abruptly, his chair scraping against the floor. He paced the length of his room, his frustration mounting with each step. He had to stop this.

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