Rain lashed against the overflowing gutters, mirroring the storm brewing inside Leo. He shoved his hands deeper into his pockets, the cheap denim offering little comfort. Another rejection. Another day of staring at a blank screen, the cursor mocking his efforts to write. He needed a break, a distraction. He scanned the yard sale, his gaze snagging on a familiar shape.

He picked it up, feeling the familiar, worn plush of Barnaby’s fur beneath his fingers. A wave of childhood memories washed over him, momentarily softening the hard edges of his day. He remembered the comfort the bear offered him when his parents fought. Suddenly, he was back in his childhood bedroom, the rain hammering on his window.

"How much?" he asked the elderly man running the sale, his voice a low growl. The man, oblivious to Leo’s inner turmoil, replied, “A dollar. Everything’s a dollar, son.” Leo tossed the dollar down, a sudden, inexplicable urge to crush something building within him. He left without another word.

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