The letter, delivered with cold indifference by the mail carrier, felt like a physical blow. She stood motionless in the hallway, the eviction notice clutched in her hand, her knuckles bone-white. The blood seemed to drain from her face.

Her apartment suddenly felt alien. The familiar scent of her own cooking, usually comforting, now seemed to mock her. The walls seemed to be closing in, the air thick and heavy.

She slowly began to walk through her home, touching objects, the worn sofa, the chipped coffee table, the books she had collected over the years. Her lips were pressed in a thin, rigid line. Tears welled in her eyes, but she refused to let them fall. She would not cry. Not yet.

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