The lock snapped finally, the metal protesting as she forced the door open. Inside, a narrow staircase spiraled downwards into darkness. Thomas felt a tremor run through him, a mixture of fear and something else – a coiled tightness in his gut that demanded action. It was the deliberate concealment that stung the most, the deception. His knuckles were white against the banister.

His mind reeled, replaying the conversations with the previous owners. Their carefully constructed facade of contentment, their easy smiles. He grabbed the flashlight from his toolbox, the light beam a trembling finger probing the shadows.

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