“Alright, listen up,” Coach Ramirez barked, his voice sharp and loud. He hated having to do this. He hated the feeling of eyes on him. He felt the tightness in his chest. He felt his hands begin to sweat. He had always hated confrontation.

He looked at the faces, expectant, hopeful, and knew what he had to do. His fingers drummed a rapid tattoo on the basketball. This was going to suck.

He started reading the list, the names sounding hollow in the echoing silence. He stopped at one particular name. He saw the flicker of hope vanish from the player's face. The boy’s jaw dropped slightly. He turned his head away and stared at the floor.

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