The cramped living room felt smaller than usual, the air thick with unspoken grief. Michael slammed the list onto the coffee table, the sound echoing in the sudden silence. *Learn to cook.* *Visit Italy.* *Tell my children I love them.* The last one...it was a betrayal.

He kicked the coffee table, wincing as the impact sent a jolt of pain through his foot. He could feel the pulse in his temples, the heat radiating from his cheeks.

He paced the room, his hands clenched into fists. His mother had never told him she loved him. He hadn't heard the words since he was a child. He felt like he had been punched, winded and helpless.

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