He found himself pacing his cramped apartment, the worn rug a familiar comfort beneath his feet. The memory, or lack thereof, of Sarah’s recognition of him burned in his chest. Each stride felt short, each breath shallow. How could she not recall building that rickety treehouse with him?

He yanked open the refrigerator, rummaging for something, anything, to quell the storm brewing inside. He slammed the door closed. Nothing. The cold air offered no solace. He had to calm down. He picked up his phone, scrolling through old photos. He saw a picture of them; two kids grinning with missing teeth, clutching the treehouse's wooden frame. He threw the phone to the ground. The screen shattered. He didn’t care.

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