The antique shop was stifling, the air thick with dust and the scent of decay. Amelia slammed the worn copy of *Wuthering Heights* onto the counter, the force making the bell above the door jingle a discordant note. Mr. Henderson, perched on his stool behind a mountain of books, blinked owlishly. “Something amiss, dear?” he inquired. Amelia gripped the letter clenched in her hand. The scrawled handwriting and the words detailing her husband's indiscretions… the sheer audacity of it. She wanted to scream, to tear the letter to shreds, to burn the whole shop down. Instead, she took a shaky breath. “This… this book,” she hissed, her voice barely a whisper. “It contained… this.”

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