The afternoon sun, usually a comforting presence, felt like a spotlight on Clara's shame. She held the list: "Learn to play the cello. Adopt a dog. Run a marathon." Her husband, Ben, had never mentioned any of it. He’d always seemed… content.

A coldness spread through her, starting at her toes. Had he been lying to her? Pretending? This carefully compiled list, revealing a life she wasn’t invited to. She felt a strange buzzing in her ears.

Clara’s jaw tightened. She walked over to the record player and, with deliberate slowness, selected his favourite vinyl, the one he always requested. Then, she picked it up, and smashed it against the fireplace.

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