The phone call had been draining, the meeting a disaster. Mark walked in the door, shoulders slumped, and there they were. Sunflowers. Massive, ostentatious sunflowers. No note. He grunted, then kicked the door shut.

He felt a familiar tightening in his chest, a sensation that made him want to explode. He knew who it was. He *knew*. He just didn’t understand why. He needed to be alone. Now.

He went to the cupboard and took out a bottle of scotch and a glass. He poured himself a generous amount, the amber liquid glinting in the fading sunlight. He sat on the floor, the sunflowers looming over him like accusing eyes.

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