"Did you see the article?" her friend asked. “It’s incredible! Wow, they really knocked it out of the park.” Elena felt a clench in her gut at that moment. She was staring at her friend's phone screen. There it was: her work, published under someone else’s name.

She forced a smile, but it felt brittle, like it would shatter at any moment. She muttered something about having to leave, quickly retreating to her apartment. Inside, she hurled the contents of her bag onto the floor, scattering pens and notebooks across the hardwood. She felt like she was trapped in a cage. Her chest felt heavy, her breath shallow. She clawed at her throat, as if to rip off her own skin.

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