The stuffy classroom was stifling, and the droning of the lecturer was making Maya feel her insides twist. She shifted in her seat, desperately trying to find a comfortable position, a feat that seemed impossible. The air was heavy, and her breath came in shallow gasps. She just wanted to leave.

She noticed a young man across the room, slumped in his chair, fiddling with a pen. His face was flushed, and he kept rubbing his chest. Every few minutes he would let out a small, frustrated sigh. Maya could practically feel the heat radiating from him.

During the break, she saw him by the water fountain. "This lecture is killing me," he said. Maya nodded, "I know the feeling." He then asked, "Do 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