Rain lashed against the windows, mimicking the staccato drumming in David's chest. He slammed the kitchen drawer shut, nearly breaking the cheap handle. "Damn it," he muttered, kicking a stray magazine across the linoleum floor. Sarah's handwriting, delicate and neat, adorned the top of the list. "Bucket List." He’d never even known she *had* one. Now, sprawled out in front of him, were all the things she wanted to do, things he'd apparently been completely oblivious to. Hiking the Inca Trail. Learn to speak Italian. Volunteer at a wildlife sanctuary. He felt a coldness creep through him, a desolate space forming in his gut.

He grabbed the list, crumpling it slightly. The ink seemed to mock him, the elegant loops and flourishes a stark contrast to the chaotic state of his own emotions. He pictured her, laughing, energetic, achieving all these things… without him.

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