The envelope felt heavy in her hand. Inside were snapshots, carefully preserved. She had expected to find a glimpse of her grandmother’s youth, a time before the bitterness, before the endless complaints. Instead, she found him. Her grandfather, the stern, unyielding man who always spoke in clipped tones. He was laughing in every photo, his arm around a woman who wasn't her grandmother. The images were vibrant, full of light, a stark contrast to the shadowy existence her grandmother had endured. She squeezed her eyes shut, a knot forming in her stomach. The lie, the deceit, felt like a physical blow. She kicked the wastebasket across the room.

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