He’d always felt a certain distance from his mother, a sense of being observed. Finding the box, crammed with every assignment he'd ever produced, confirmed his suspicions. Liam felt a cold knot tighten in his stomach.

He was in her old office, sifting through paperwork, trying to make sense of her financial affairs. The box was tucked away in the back of the closet, almost hidden. He saw his own name, again and again, scrawled across file folders. He sat down heavily in her chair.

He didn't bother to open the box. He didn’t need to. He knew what was inside. He leaned back, his eyes fixed on the ceiling. A slow burn of something akin to rage coursed through his veins, making him feel hollowed out, empty.

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