The small, cluttered room was a testament to her failure. Anna’s gaze swept across the canvases, each one an imperfect copy of her own work. Her daughter, Lily, had taken to painting, mimicking her every brushstroke, her every subject. Anna felt a wave of cold wash over her. It was a perfect imitation, but it lacked the fire, the spirit, the *Anna-ness*. She felt the familiar pressure in her chest. She grabbed her sketchbook, tore it in half, and let the pieces fall to the floor.

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