Eliza stared at the empty space in her garage. Her car had finally given up the ghost last week. She’d been trying to scrape together enough money to get it fixed, but it was just not happening. She could see Mr. Finch, her neighbor, washing his vintage convertible – a gleaming red beauty.

A wave of heat washed over Eliza. She hated the smug look on his face whenever he drove past. She remembered the dismissive tone he took when she’d asked him for a small loan. She hadn't even finished the sentence before he was off, making excuses.

Eliza kicked a stray tire, wincing as her toe connected with the hard rubber. The metallic clang echoed in the silence of the garage.

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