The kitchen was a mess of flour and cookie cutters, but Maya barely noticed. The drawings of her nephew, Alex, were scattered across the counter. Every single one featured that same, terrifying creature. The one she had spent years trying to forget. The one she could not hide.

Maya swept her arm across the counter, knocking over a jar of sprinkles. The sound of the glass shattering did nothing to quell the internal turmoil. The thing was getting closer to her, and she felt suffocated.

She stared at the pieces of glass on the floor, the remnants of what was supposed to be a happy day. She took a ragged breath and clenched her fists, and she began to slowly clean up the mess. But nothing changed. It was still there.

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