The rhythmic thump of the bass from the party next door seemed to amplify the heat radiating from Leo’s skin. He’d been trying to relax, trying to focus on finishing the book he’d been reading all afternoon. A knock. His neighbor, Mr. Harrison, his face flushed and jovial, stood grinning at the door. "Lovely yard you have there," he boomed. "Perfect for a little garden, don't you think? I'd love to use a small section."

Leo’s hands clenched into fists, his nails digging into his palms. The thump of the bass grew into an incessant drumbeat. He wanted to shout, to tell Harrison to get off his property.

He took a deep breath. He hated confrontation. He told Mr. Harrison he would let him know. The door slammed against the frame, a stark punctuation to the end of his quiet afternoon.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212