"So...this is awkward," Maya muttered under her breath, staring at the seating chart. There, between her name and the dreaded Uncle Joe, was Liam. Liam, her Liam. The one who'd broken her heart. She glared at the bubbly cursive script.

Her foot tapped a rapid rhythm against the polished wooden floor. She couldn't believe this. They were *making* her sit next to him? She felt her chest tighten. She was wearing a dress with a too-tight bodice, and the sensation didn’t help.

She ripped the seating card from the board, crumpling it in her hand. She strode toward the wedding planner, her movements clipped and jerky, determined to be moved elsewhere. "There's been a mistake," she said, her voice sharp. "I cannot sit next to that… that…person."

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