The crimson roses sat on the kitchen table, a mocking splash of color against the drab morning. Sarah slammed the front door, the vibration rattling the cheap, fake wood. Who? That’s all she could think. Who would send something so extravagant, so… anonymous? She ripped off the cellophane, the crinkling sound a harsh counterpoint to the quiet of the apartment. Her chest felt tight, constricted. She shoved the vase onto the counter with a violent thump. "Some joke," she muttered, her voice a low growl. The air in the room felt thick, oppressive.

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