The phone vibrated on the table, another notification. Amelia ignored it. She couldn’t look at the screen. The news, relayed by a mutual friend, had landed like a physical blow. Her "Celestial Swans," the centerpiece of her recent exhibit, etched permanently onto a stranger's ankle.

She slammed her fist on the table, making the porcelain teacup jump. It was a violation. An utter disregard for the time, the effort, the raw emotion she’d invested in that piece.

She closed her eyes, trying to visualize the swans, the delicate curve of their necks, the way the light caught their wings. The image was now tainted.

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