The office was bare, a sterile space devoid of the laughter and wisdom that Professor Ramirez had brought to it. Amelia found herself staring at the empty desk, her stomach twisting. Her mentor, the person who had shaped her career, had simply vanished, leaving behind only an automated email.

She sat down, her body stiff with a sudden feeling of being let down. She felt as if she had been slapped. She felt tears starting to fall. She stood again and paced, her steps uneven.

She grabbed a nearby box and threw it across the room. Amelia felt an intense desire to shatter something, to destroy something. She would find her, she would find a way to make her understand.

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