“I have no idea who you are,” Leo's childhood friend had said, without a trace of remorse. Leo wanted to smash something. They were at a dive bar, the air thick with cigarette smoke and the scent of stale beer. He'd tracked her down, spent hours crafting the perfect email, filled with nostalgic details only they could understand. He'd even brought a photograph.

He took a large gulp of his lukewarm beer, the liquid doing nothing to quench the fire in his throat. He felt a compulsion to shout, to make her understand, to force her to remember. He pushed the photo across the table toward her. She took a cursory glance, then pushed it back. "Look," she said, her voice laced with a weary impatience, "I really don't." He stood up, knocking over his chair.

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