The concert hall was a suffocating mass of bodies and noise. The air was thick with the scent of perfume and sweat, a combination that made Daniel's chest constrict. He wanted to escape, but the crowd was too dense. He felt a deep-seated frustration.

He saw a woman near the front, fighting to catch her breath. She kept fanning herself with a program. Her face was flushed, and she looked desperately uncomfortable. Daniel noticed the tiny oxygen tank she was attempting to conceal behind her chair.

He edged closer, the music a dull roar in his ears. "Is this place…?" he began, his voice barely audible above the din. The woman glanced up at him, then replied, "Horrible. Absolutely horrible. Are you…?"

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