The constant noise in the cafe was grating on Clara’s nerves. Every shrill laugh, every clatter of a plate, was a fresh stab of irritation. Her boss had chewed her out again. Another mistake. Another missed deadline. She needed to escape. The prospect of an evening alone was anything but appealing.

A yard sale sign caught her eye on the way home. Driven by a desperate need to do *something*, anything, she pulled over. Amongst the junk, she spotted him. Barnaby. His fur was matted, his stuffing lumpy. Memories, unwanted, unwelcome, started to surface.

“How much for the teddy bear?” she asked, her voice clipped. The seller, a teenager with multiple piercings, shrugged.

"A buck." Clara grabbed the bear, then practically threw the money at the girl. She hurried back to her car, her vision blurring, the bear clutched tightly in her arms.

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