A vein throbbed in Michael’s temple. He slammed the sketchpad onto the kitchen table, the sound echoing in the otherwise quiet room. His sister, Sarah, had left the drawings lying out, brightly coloured depictions of a shadowy figure with glowing eyes. The same figure that had, as a child, promised Michael protection from his own fears. Now, his niece, Emily, was drawing him. He could feel his jaw clench, his teeth grinding together. He wanted to shout, to tear the pictures apart, to somehow erase the familiarity from Emily’s young mind. He wanted to understand how this was happening.

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