The tears tracked down Emily’s cheeks, a silent testament to the turmoil within. She felt a burning pressure behind her eyes, the world blurring around the edges. She watched, numb, as the workers continued their work, oblivious to her pain. Their careless efficiency was a further insult.

Her chest ached, a deep, gnawing emptiness that mirrored the gaping hole in the house’s side. She thought of her sister, who had insisted on selling the place. The thought fueled an almost unbearable bitterness. She felt the urge to scream.

She clutched a small, wooden box, containing keepsakes from her childhood. It felt both heavy and fragile in her grasp. The house was being destroyed, she was sure the same thing would happen to those memories. She stumbled forward, then stopped, defeated.

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