The laptop slammed shut, the screen flashing a final, mocking reflection of Sarah’s face. Her jaw clenched, a muscle jumping in her cheek. She stalked across the room, nearly tripping over a discarded sneaker. The air felt thick, charged with an invisible electricity. "Olivia!" she bellowed, her voice echoing off the sterile white walls of her daughter's bedroom. A moment of silence stretched, punctuated only by the rapid thrum of Sarah's own heartbeat. Then, the door creaked open, and Olivia appeared, her face a mask of carefully crafted nonchalance.

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