A bead of sweat traced a path down Leo's temple. He'd rehearsed this wedding a million times in his head: small talk, polite nods, keep it brief, avoid eye contact. He’d lasted all of ten minutes before seeing Chloe across the room, resplendent in emerald green, and his plan had crumbled. His palms were slick.

He clutched the edge of the buffet table, inspecting the tiny sandwiches with an unnecessary intensity. They looked exactly as he remembered them, these mini bagels with cream cheese and salmon. The thought made him feel slightly sick.

Someone tapped him on the shoulder. It was Mark, the groom. "Everything okay, man? You look like you've seen a ghost." Leo forced a smile. "Just… admiring the cuisine." He quickly grabbed a sandwich and stuffed it in his mouth.

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