Maya stared at the empty space across the table. The restaurant was almost full. He’d booked this place, a romantic Italian spot, and was supposed to be here an hour ago. She tapped her foot, the rhythm a rapid beat against the polished floor. She'd tried calling. Voicemail. She felt a dull throbbing in her temples.

She’d dressed up, chosen this specific outfit because he had told her he loved it. She felt a wave of emptiness wash over her, a deep hollowness. She signaled the waiter, ordering a glass of wine, even though she didn't particularly want one.

A woman walked by. Maya knew her. She was wearing the same coat as his.

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