The room felt like it was closing in on Sarah. Dr. Albright, her mentor, had sent a generic announcement, cold and professional. She'd spent the last year refining her thesis under his guidance, and now… he was gone. She ripped the neatly organized binder from her desk and hurled it across the room. The papers scattered like fallen leaves, the carefully formatted chapters now a jumbled mess. A tremor ran through her body, starting in her toes and spreading upwards. She wanted to scream, to lash out. She wanted to *break* something, anything. The sudden, intense urge to shatter her computer screen overwhelmed her.

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