The antique music box sat on her desk, lacquered wood gleaming mockingly in the afternoon sun. Sarah slammed the attendance roster shut, the sound echoing in the empty classroom. *Him*. Of course, it was *him*. Michael, the bane of her existence for an entire school year. She picked up the gift, her fingers clenching so tight the veins in her hand stood out. Years later, and he still knew how to provoke her. She chucked it into the wastebasket, the delicate tinkling of the melody briefly audible before it was swallowed by paper and plastic.

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