He stared at the spreadsheet on his laptop, the cursor blinking mockingly. Coach Chen tapped his fingers on the desk, the rhythm growing faster and more erratic with each passing second. He couldn't believe this was happening again. It had only been a year ago.

He ran a hand through his hair, leaving it a mess. He felt a tremor in his hands. He'd poured his life into this team. He hated having to crush someone’s dreams.

He glanced at his watch. The interview was in ten minutes. He forced himself to take a deep breath, steeling himself for the inevitable disappointment.

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