Mr. Johnson felt the familiar tightening in his chest. He’d just finished marking a particularly egregious essay, and his blood was boiling. The phone buzzed, alerting him to a package at the front desk. He should have known. He got up and walked with heavy feet to the front desk. He signed for the package, already expecting the worst. Inside, a custom-made pen, engraved with the name of a character he had used in a novel that his class read. A small card read: "You got me into books. - Alex." He held the pen in his hand, his grip so tight he thought he might snap the thing in half. Alex had been the worst student imaginable.

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