The news, though expected, still managed to affect Sarah. She felt a shiver run down her spine as she read the request. *Trent_The_Terror* wanted to be her friend. She didn't know what possessed him to do that, but she knew it was triggering old feelings.

She crossed her arms, hugging herself. Her lips were pressed together tightly. She felt a deep, slow burn beginning to take root in her chest, making her breath shallow.

Sarah sat down heavily on the couch, her gaze fixed on the notification. She wanted to scream, to lash out. She wanted to disappear. She picked up a cushion and threw it across the room.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253