The campus cafeteria, once a source of comfort, now felt like a prison. The clatter of cutlery and the murmur of conversations grated on David's nerves. He hadn’t touched his sandwich. The announcement, plastered on the departmental bulletin board, confirmed the email: Professor Ito was resigning. Years of work, all the sacrifices, the hours spent in the library – for what? He pushed his tray away with a sharp shove, making the silverware rattle. He stood abruptly, knocking over his chair. He walked out, his stride long and angry, ignoring the curious glances of the other students.

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