The silence of the park felt obscene, a mockery of the vibrant life that had once thrived there. She remembered the shade the cherry blossom provided on a summer afternoon, the way the breeze rustled its leaves in autumn. Her hand instinctively reached out, as if expecting to find the rough bark.

Instead, she touched only air. A freshly dug hole, the soil still damp and loose. She wanted to claw at the ground, to tear at the offending earth. A hot, angry flush spread across her face, burning her cheeks.

She spun, scanning the horizon, desperate to find someone, anyone, to blame for this violation. Her nails left long, angry scratches on her palms.

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