The doctor’s words echoed in his ears, a relentless, painful refrain. "More exercise. Lose weight. Less stress." The weight of it all was crushing. He hated the advice, hated the situation, hated himself for letting things get this bad. He hated everything.

He walked aimlessly, avoiding the eyes of other people. He found himself at a yard sale. It was a blur of colors and noise. His eyes landed on a familiar form, nestled amongst a pile of broken toys and forgotten trinkets. Barnaby.

He picked it up, his fingers tracing the outline of its worn features. He felt an intense desire to throw the bear against the ground. He asked the seller, his voice tight, “How much?”

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