"No." The word, a quiet whisper at first, grew in volume until it filled the small bathroom where she'd retreated. Sarah reread the email, each word a fresh wound. Her hands trembled, making the phone waver. She sank to the floor, her back against the cool tiles.

Tears welled in her eyes, blurring the harsh fluorescent light above. She closed her eyes and took a deep breath, but the air felt thin, inadequate. She remembered all the times she’d had to skip meals to save money, the late nights spent tutoring, the endless cycle of stress. Now, she felt as if all of it had been for nothing.

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