The news detonated inside David. He had to clench his teeth to prevent a scream from escaping. He'd envisioned this scholarship securing his career. Securing his *life*. Now he felt a tremor that ran from his toes up through his chest. He stood up abruptly from the metal chair in the student services office. He knocked over the trash can beside him, sending its contents sprawling across the floor. He didn't even notice. He just turned and stormed out, the polished floors of the building reflecting his twisted face.

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