The tiny script on the paper swam before Ben's eyes. He gripped the edge of the kitchen counter, knuckles white. The words, so carefully written, felt like tiny, stinging needles. "Visit the Taj Mahal." "Learn to paint." "Adopt a dog." Maya, his Maya, had these grand aspirations, and he, apparently, wasn't a part of them. He felt the blood rush to his face, a sudden and unwanted heat.

He crumpled the list in his hand, then quickly smoothed it out, as if trying to erase the offense. He felt a deep hollowness, a space where he should have been. The air in the room felt thick, heavy, as though the walls were closing in.

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