The email arrived as she was about to start her shift at the coffee shop. A cheerful subject line, a link to the university’s website. Chloe clicked. There it was: her essay. The words, the thoughts, the raw emotion – all laid bare. Her application essay, chosen as an exemplar of "great writing."

Chloe’s vision blurred. The world seemed to spin. She gripped the counter, knuckles white. She had shared her struggles with anorexia, her battle to recover. It was a story she’d almost kept hidden. And now, this. The sheer audacity of it. The lack of consideration.

Her breath hitched. She felt a burning sensation behind her eyes. She wanted to scream, to lash out, to somehow reclaim the words that had been stolen from her. She pushed away from the counter, ignoring the curious glances of her coworkers. She had to get away. She needed to breathe.

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