The email felt like a punch to the gut. It was the crushing blow after months of meticulous work. The words “not the right fit” spun around her head.

She couldn’t breathe. She needed air. She ripped open the window, gulping in the polluted city air, hoping to find some relief. She needed something else to do.

She paced the length of her tiny room, her hands itching to do anything but sit still. She picked up a pen and started scribbling furiously on a piece of paper, filling it with meaningless shapes, a physical manifestation of her inner turmoil.

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