The lawyer’s explanations, full of legal jargon and vague reassurances, only fueled John’s internal fire. He sat across from him, his jaw clenched, his hands balled into fists. The house, it turned out, was the scene of a bizarre kidnapping. The kidnappers had held the victim for weeks, right here, in the meticulously designed home John had purchased.

He could feel the blood pounding in his temples, the heat radiating through his chest. He stood abruptly, knocking over his chair. He had trusted them. He had trusted everyone. He should have known.

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