The kindergarten classroom looked exactly as Michael had remembered: colorful, chaotic, and loud. He felt a flicker of discomfort as he saw Ms. Riley’s name on the door. He tried to swallow the rising bile in his throat, and failed. It was the woman who had criticized his handwriting.

He walked into the room slowly, his shoulders slumped. He felt a sudden, inexplicable urge to flee. His gaze darted around the room, as if searching for an escape route.

"Michael, is it?" Ms. Riley asked, her eyes narrowed. "Well, this is unexpected." He felt his fists clench, but he forced a response, trying to keep his voice neutral. He was already planning how he'd handle this.

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