Rain lashed against the windows, mirroring the tempest brewing inside Mark. He glared at the small, square box resting on the kitchen table. Found in the attic, it contained trinkets from his childhood, mementos he had no memory of ever owning, let alone burying. His jaw was clenched so tightly he was sure he'd crack a tooth.

He paced the cramped room, each footfall a thunderclap in the confined space. The house, his home, felt like a stranger's territory. He seized the box, throwing it against the wall. The contents spilled, scattering across the linoleum.

He picked up a small, tarnished music box, the mechanism stiff and unresponsive. He wanted to break something, anything. The utter blankness of his memory, coupled with the relics’ strange familiarity, was a provocation he couldn’t stomach.

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