The glossy photograph on the invitation, showcasing smiling faces from twenty years prior, struck a raw nerve. Maria’s cheeks flushed crimson. She felt a furious heat crawl up her neck, making her skin prickle with discomfort.

She ripped the invitation in half, the sound sharp and violent in the quiet apartment. She wanted to scream, to lash out at someone, anyone. The memories, unwanted and unwelcome, surged back, filling her mind with a wave of resentment.

She threw the pieces of the invitation into the trash, then immediately went to the window, staring out at the world as if she were trapped.

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