The party music pounded in his ears, a relentless, throbbing reminder of his isolation. He navigated the crowded room, a sea of chattering strangers. He'd spotted Maria, his childhood confidante, across the way. He'd approached, eager to reconnect. Her reaction? A polite smile and a mumbled, "I don't think we know each other."

He felt a tightness in his chest, a sensation of being physically squeezed. He grabbed a glass of champagne, the bubbles doing nothing to lighten his mood. He desperately needed to escape the relentless joy radiating from the party. He wanted to scream.

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