The world seemed to tilt on its axis. Liam felt a coldness creep into his limbs, as if the air itself had turned against him. He felt his hands begin to tremble, a subtle, but uncontrollable, movement. He was frozen, rooted to the spot.

He looked at Ethan, who was grinning, clearly enjoying the chaos. He felt his breath catch in his throat. He felt as though the blood was draining from his face. The idea of a snake, a cold, silent creature, slithering around the apartment, filled him with a potent revulsion.

He turned abruptly, needing to escape the suffocating presence of Ethan and his ridiculous proposal. He wanted nothing more than to be somewhere else. He had to get away.

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