The printout. The damning grade. A 'D'. Emily felt as if the air was being sucked from the room. She felt dizzy, disoriented. She felt her hands start to tremble. She'd put everything into this class, and now this. A cold, hard knot formed in her stomach.

She couldn't stay here, not another second. She needed to escape. She grabbed her bag and her books. Her vision swam as she made her way out of the classroom.

Outside, the world seemed overly bright, the sounds of the campus too loud. She blinked back tears and started to walk, each step a testament to her building frustration.

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