The weight room smelled of sweat and iron. He pushed the barbell across his chest with a vengeance, the metal groaning under the strain. Each rep was a scream, a silent articulation of the betrayal he felt. The air, thick with testosterone, didn’t seem to affect him; it felt right.

Sweat beaded on his forehead, mingling with the frustration that was a constant companion. The music throbbed in his ears, a relentless soundtrack to the maelstrom inside. Another rep. Another. His muscles burned, but the ache in his heart was more profound. He slammed the weights back onto the rack, the clang echoing through the room. He grabbed his towel, shoving it into his gym bag.

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