The clatter of the construction across the street, usually a background hum, was suddenly a direct assault. Liam glared at the notice in his hand. This was a personal attack. He knew it.

He ripped the paper in half, then tore each half again, and again, until it was nothing but scraps. He felt a pulse hammering in his temples. He was going to start looking at apartments right away.

He threw the pieces into the trash, then grabbed his coat. He would go for a run, even though he hated running. He would sweat, he would exhaust himself, he would find some way to feel like he had control.

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