It was the same park bench. The same tree. He was the one who had soothed her through her heartbreak, providing advice and support. Now, she felt a cold wave of something bitter wash over her. It was him. He had been there all along.

She stared at the leaves. The image was all too familiar. The gentle words, the comforting empathy. All of it. All lies. She felt trapped. Trapped in a web of deceit. She wanted to explode, to lash out. She stood up abruptly, her knees wobbly. She clenched her hands into fists. She had to get away.

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