"Unsuitable." That's all it took. Just one word, repeated in her mind, a mocking refrain. Sarah balled her fists so tightly her knuckles shone white. She walked to the bookshelf, pulling down a copy of the publisher's latest bestseller, the very book she had hoped to emulate. The cover seemed to leer at her, a taunt to her failures. She flung it across the room, it hitting the far wall with a thud, and felt a small sense of perverse satisfaction.

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