The small, leather-bound notebook was a punch to the gut. He'd found it tucked away in the drawer where he kept his most precious things. It was filled with neat, precise handwriting in a language he knew was his father’s native tongue. His father, who had died when he was young. His partner, Alex, knew this. Alex knew how important this language was to him. He found himself pacing. He paced the entire length of the apartment.

Alex was in the living room, sketching on a large pad of paper, headphones on. He wanted to scream.

"Get those things off your head!" He spat the words, his throat tight with suppressed emotions.

Alex started, took off the headphones, and looked up at him, perplexed.

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