The alumni newsletter arrived, glossy and full of smiling faces. He scanned the pages, a detached observer. Then, he saw it. A section on "Successful Applications," and his essay, with a quote from it, featured prominently. He froze.

David's throat tightened. His pulse quickened. He felt a sudden, sharp pain in his chest. The essay was a confession of his struggles with social anxiety. He’d barely shown it to his therapist. It wasn’t meant for public consumption. Now, a part of himself, a carefully guarded secret, was plastered on a university publication.

He threw the newsletter across the room, the paper hitting the wall and landing on the floor. He paced the room, a caged animal. He felt a deep, profound sense of violation. He needed to get out, to escape the suffocating feeling.

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