The bright, cheerful colors of the card seemed to mock him. A silly cartoon character, a clichéd birthday message, and absolutely no sender. The paper felt thin, insubstantial, yet it held a weight he couldn't ignore.

He slammed the door, the action born purely out of frustration. He paced his apartment, each step accompanied by a low growl. He felt a burning sensation in his chest, a tight knot of resentment.

He picked up a heavy book, hefted it in his hand, then placed it back down with a frustrated sigh. His breath came in shallow, ragged gasps. The anger was consuming him.

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