The office felt impossibly warm. Amelia loosened the collar of her shirt, wishing she’d chosen a different outfit this morning. She chewed on the inside of her cheek, a nervous habit she hadn’t realized she still had. She needed this therapy appointment. She *really* did. But that didn't make the situation any easier.

The door opened, and a woman with kind eyes stood there. It was Jessica, the girl who used to spread rumors about her constantly throughout high school. Amelia’s chest tightened. She took a deep breath. “Hi, Jessica,” she said, her voice strained.

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