He stalked around the kitchen, his jaw clenched so tightly it ached. These photographs – these *lies* - were strewn across the counter. His grandmother, the woman who had always lamented her difficult childhood, who had built her life on a narrative of struggle and sacrifice. Here she was, carefree and laughing, surrounded by opulence he knew she had *never* possessed. He wanted to shout, to scream, to tear the pictures to shreds. He picked up a delicate teacup, a relic of her supposedly humble beginnings. His hand tightened, and with a resounding *crack*, the cup shattered against the tiled 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