The professor’s office smelled like old books and despair. The words, *insufficient original thought*, *derivative content*, scraped at Liam’s soul. He clenched his teeth, fighting to keep his voice steady. He felt a throbbing ache in his temples, a physical manifestation of his inner turmoil. He was being accused of something he hadn’t done, and the room was a prison.

He wanted to scream, to accuse the professor of a lack of understanding, but he bit back the impulse. Instead, he forced a tight smile and said, "I assure you, there's been a mistake." But as he said it, he could feel a surge of frustration, a cold wave of emotion wash over him, as he turned and abruptly left the room.

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