He grabbed the nearest object – a decorative pillow – and hurled it across the room. It landed with a pathetic thud, barely making a dent in the calm facade of the living room. James, his face a mask of controlled composure, slowly took the phone away from his ear. His wife, Emily, had delivered the devastating news just moments before. The surprise, meticulously planned, was now a hollow memory.

His eyes burned. He felt a pressure building in his head, a tightness that threatened to split him open. He wanted to shout, to tear something apart, to make the world feel the same desolate emptiness he now felt. He walked over to the window, staring out at the cheerful world outside, a world that seemed oblivious to his internal turmoil.

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