The small, colourful illustrations were spread across the kitchen table. Liam felt his stomach clench. His niece, Maya, had been drawing it for weeks. The monstrous form, a shapeshifting being who had appeared in his mind during his lonely childhood. The memories, once carefully buried, clawed their way back to the surface. He felt the sting of tears welling behind his eyes, a feeling he despised. He wanted to find Maya and shake her, to make her stop, to make her understand. But he knew that was illogical.

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