“Unsuccessful.” The word, so stark and final, echoed in Chloe's mind. She’d been so sure, so convinced she'd earned the scholarship. The air in the cramped dorm room felt stifling, the walls closing in. She slammed the desk drawer shut, the sudden noise making her jump.

She paced the small space, her energy a trapped thing, bouncing off the walls. She picked up a framed photo of her family, the smiles on their faces now seeming like an indictment. She clutched it so tightly she thought the glass might crack. She threw it back on the desk, the sound of it landing shattering the silence.

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