The ramen noodles slithered down his chin, unnoticed. He glared at the closed laptop, its screen a dark, unreflective mirror. Sunlight streamed through the dorm room window, illuminating dust motes dancing in the air, but all he saw was the smirk he'd imagined on Leo's face. He clenched his jaw, the muscles in his neck tightening until he could barely swallow. "What a jerk," he muttered, the words barely audible over the hum of the mini-fridge. He scraped the last of the noodles around the styrofoam bowl, the clinking sound echoing in the sudden quiet.

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