He glared at the blinking cursor on his laptop screen, the blank document a glaring white reflection of his inner state. The news had arrived this morning, a casual email from his mother that read more like a corporate announcement than a family revelation. A half-sister. At fifty-two. He considered deleting the whole thing, but the words, once they were read, couldn't be unread. He drummed his fingers on the desk, the rhythmic tapping a counterpoint to the racing thoughts in his head. Then he leaned back in his chair and stared at the ceiling, thinking of how to just make it all go 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