The realization hit Emily like a tidal wave. The scholarship, her golden ticket to a brighter future, was not hers. The truth was as stark and unforgiving as the harsh fluorescent lights of the campus building. She felt a burning sensation in her chest, a heat that spread through her veins.

She crumpled the email in her hand, the paper twisting into a tight ball. She wanted to scream, to shatter the silence of the room. Instead, she bolted out the door, her legs carrying her away from the place that had become the embodiment of her shattered hopes.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285