Her laptop screen swam before her eyes, blurring the words that were once private, now splashed across a website for the world to see. A vein throbbed in her temple, a relentless pulse echoing the hammering in her chest. She slammed the computer shut, the sudden silence amplifying the chaos within. The flimsy plastic felt like it might crack under the pressure of her grip.

The air in her bedroom suddenly felt thick, unbreathable. She ripped the covers off her bed, throwing them onto the floor in a tangled heap. Every single sentence, every embarrassing crush, every secret fear, laid bare for everyone to dissect. She wanted to scream, to shatter something, to obliterate the source of this violation.

She stalked to the window, staring out at the oblivious world. The sun seemed to mock her, its brightness a painful contrast to the darkness consuming her. Her hands clenched and unclenched, a frantic dance of suppressed rage. Her diary, her voice, stolen and broadcast for anyone to consume.

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