The letter, stained with what looked suspiciously like coffee, lay on the kitchen counter, an unwelcome guest. David picked it up, his knuckles turning white. He tossed it back down, the sound echoing in the otherwise silent kitchen. He grabbed the carton of milk and poured himself a glass, the liquid sloshing over the side. The taste, normally comforting, was bland and unsatisfying. He paced the small kitchen, his steps heavy and agitated. He wanted to obliterate the past, pretend it had never happened. The mere thought felt like a physical weight.

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