Her jaw clenched so tightly she could feel the muscles in her face ache. The tiny apartment, the one she had worked so hard to maintain, was gone. Now, she was back in her childhood room, the walls still painted a childish pink.

Her father had just offered "helpful" suggestions on how to find a new job, his voice dripping with condescension. She bit back a response, the words clawing at the back of her throat.

She opened the closet, the clothes inside a bizarre collection of her old things, mixed in with her mother's unwanted donations. Each item, a constant reminder of how she had failed. She gripped a faded band t-shirt, crumpling it in her hand.

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