He glared at the biography, bound in a ridiculous leather casing, lying on his desk. The title, “The Reluctant Revolutionary: The Thomas Ashton Story,” felt like a personal insult. Thomas picked it up and flipped through the pages, his fingers leaving smudges on the crisp, new paper. His stomach twisted. The author had clearly interviewed his estranged mother; the entire first chapter was a mawkish exploration of his supposed difficult childhood, the kind of melodramatic garbage he actively avoided.

He tossed the book aside, the action violent enough to knock his pen off the desk and onto the floor. "Unbelievable," he said, the word a low growl. He grabbed his phone and started composing a furious email to his lawyer. He needed to make sure this absurdity was stopped.

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