The discovery left her feeling hollow. The letter, penned in her grandfather's formal script, stated his resignation from the family farm. "Unfair labor practices," it detailed. She had always imagined his retirement as a peaceful passing of the baton. The words, however, revealed a tale of exploitation and disillusionment. The air in the attic seemed thin, suffocating. She threw the letter onto the dusty floor. The room's silence felt heavy, a weight pressing down on her. She wanted to run, to escape the suffocating implications of the past, to be anywhere but there.

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