The letter crinkled in Amelia’s hand, a brittle, papery scream. She crumpled it again, tighter this time, until it was a useless ball. Her breath hitched, shallow and rapid. Outside, the world continued its indifferent whir: a lawnmower, a distant dog barking, the mail truck lumbering down the street. She slammed her fist on the kitchen counter, the ceramic mug beside it rattling precariously. It was a stupid, cheap mug with a picture of a cat on it, but she didn’t care. She stalked to the window, the paper ball clutched tight in her hand. Her father. Of all the people. Betrayal clawed at her insides, a hot, twisting knot. She wanted to scream.

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