Her fingers drummed a frantic rhythm against the kitchen counter. The cheap takeout containers were scattered around her. She'd been sharing her deepest fears with this person for over a year. And he'd been in the same book club. The same book club! Sarah had revealed all her secrets to him.

She pushed back from the counter and started pacing. The room seemed to shrink, closing in on her. The walls were closing in, making it impossible to think clearly. The betrayal was an overwhelming weight. She'd let her guard down. She’d trusted him. Now, she felt utterly exposed, vulnerable, and utterly played. She found her keys and fled the apartment.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256