The familiar smell of burnt popcorn filled the air. They had been inseparable since they were small children, and the news that Peter was moving to Japan felt like a betrayal. His fists clenched and unclenched. He could barely sit still. The popcorn, usually a comfort food, suddenly felt like a lump in his throat.

"So, that's it then?" Mark asked, his voice strained. He turned away, unable to meet Peter's gaze. It was as if his best friend had died, and he was the one left to mourn.

Peter gave a confused look. He attempted to take Mark's arm, but Mark recoiled as if burned. He retreated into the silent shadows of the apartment, the popcorn forgotten. The silence was deafening.

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