Mark kicked at a loose stone on the sidewalk, sending it skittering across the cracked concrete. A bitter taste coated his tongue. He had put so much of himself into that essay – his struggles, his hopes, his dreams. Now it was just…there. Posted, as a shining example. He felt completely hollowed out.

He felt the muscles in his shoulders tighten with each passing moment. A cold, heavy weight settled in his chest. He walked faster, the pace a futile attempt to outrun the creeping resentment that consumed him. The world seemed to shrink around him, focusing all of its attention on his words.

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