The rejection email sat, a malignant little square, on Amelia's laptop screen. Her jaw clenched so tightly she thought a tooth might crack. She slammed the laptop shut, the sudden noise echoing in the small, cluttered room. Paperbacks scattered on her desk, the remnants of a half-hearted study session, seemed to mock her. She kicked a discarded textbook, sending it skidding across the wooden floor. The injustice of it – all the hours spent writing essays, the sleepless nights poring over application materials – boiled in her chest.

She grabbed her phone and hurled it across the room. It bounced harmlessly against the wall, but the action released a small fraction of the pressure. She felt a throbbing ache behind her eyes. This scholarship was her only hope.

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