It happened during a video call with his family. His sister was sharing a link, and there it was: his essay, his words, plastered on the university's academic website. He felt the blood drain from his face. His sister's cheerful voice faded into a distant hum. He felt a pressure building in his head, a furious pulsing against his skull.

That essay had been the culmination of months of introspection, a vulnerable exploration of his identity. It was meant to be private, personal, a way to gain admission. Now, it was out there. He felt a deep, scorching sense of violation, a gut-wrenching betrayal.

He abruptly ended the call, muttering an excuse. The phone slipped from his hand, the sound of the connection cutting off. He got up from his chair, unable to sit still. He began pacing his apartment, each step a testament to the rising tide of his indignation.

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