The trapped feeling was a visceral one. He wanted to punch something, anything. He clenched and unclenched his fists, trying to find some form of physical release from the situation. The thought of the mountain of work he still had to do weighed down on him like a physical load.

He looked at Martha, who was sitting down. He knew she was panicking inside. He wanted to tell her to do something, anything, but he couldn't even manage it.

He pushed his weight back against the wall, his head thumping in frustration. The buzzing of the lights, the lack of air… all of it. He needed *out*.

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