The notice, a stark white rectangle, vibrated in Martha’s shaking hand. “Condominium Conversion,” it announced in cold, detached lettering. She crumpled it, aiming for the overflowing recycling bin in the hallway. The shot missed. The paper ball skittered across the peeling linoleum, a pathetic, white casualty.

Her jaw clenched. She stormed back into her apartment, slamming the door so hard the framed print of sunflowers on the wall tilted precariously. She yanked open the refrigerator, rummaging for the leftover lasagna. Not hungry. Too agitated.

She paced the length of the living room, her steps heavy and rhythmic on the worn, creaky floorboards. The lease! She had a lease! Didn't that mean anything anymore? This building, her building, was being taken away from her, ripped from her grasp.

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