He paced the length of the living room, the worn rug doing little to soften his steps. The silence in the apartment was deafening, broken only by the rhythmic tick of the grandfather clock in the corner, each tick an irritating reminder of wasted time. He had meticulously researched every breed, every adoption agency. He even built a tiny, detailed cat tree out of cardboard boxes. His wife, Emily, had forbidden the thought of a cat, citing her fear of hair and the commitment.

The knot in his stomach tightened with every unanswered email, every Craigslist post ignored. He clenched his fists, the blood draining from his knuckles. He just wanted a furry companion to share his evenings with, someone to talk to when he felt so… alone.

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