The sunlight sliced through the dusty garage, illuminating motes of dust dancing in the air. Michael kicked at a tire, sending it rolling across the concrete. He’d promised his sister he’d go through their mother’s things, but every item felt like a taunt.

He picked up the bucket list, scrawled in her elegant handwriting. "Visit the Great Barrier Reef." "Write a novel." He let out a harsh laugh. These grand aspirations felt like a personal affront. He just wanted to find her jewelry. He stomped into the house.

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