The patent document felt like a physical weight in Emily's hands. She sat on the edge of her bed, her shoulders slumped. It detailed the other company's new product, which was clearly based on her research. Her carefully crafted plans, her years of dedication, all stolen.

She closed her eyes, trying to block out the image of the other company's logo. She felt her chest tighten, her breath coming in shallow gasps. She wanted to yell, to break something, anything to release the pressure building inside.

She stood up abruptly and started pacing her room. She could feel the fury. She felt helpless. Her future felt lost. She sat down again and stared at the walls, the furniture seemed to be mocking her.

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