The telephone receiver slipped from Robert's grasp, clattering onto the counter. His sister’s voice, explaining the drawings, faded into background noise. He felt a cold sweat prickle on his skin. On his desk lay a photocopy of one of his niece, Sophie's, creations. The drawings, the creature – it was all too real. His hands trembled uncontrollably. He gripped the edge of the counter to steady himself, his breath coming in ragged gasps. He wanted to scream into the phone, demand answers, blame someone. He couldn't. Not now. Not ever.

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