He’d said it was a storage closet. A goddamn storage closet! But now, standing here, sweat beading on his forehead, Leo knew better. The realtor, with her saccharine smile, the inspector with his cursory glance – all complicit. He kicked at the baseboard, splintering the wood, sending a cloud of ancient dust billowing into the air. His hands shook as he fumbled for the light switch inside the newly found opening.

He pictured the smug look on the previous owner's face, the way he'd talked about the "charm" of the house. He imagined the man laughing at him, gloating in his ignorance. He felt a burning sensation in his chest.

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