"Just a work thing," Mark had said, his voice clipped and evasive. Now, Emily sat on the edge of the bed, the duvet pulled tight around her. Her fingers traced the floral pattern, the fabric feeling rough against her skin. She had been asking questions all week, and he had been shutting down every conversation.

She clenched her jaw. Her chest felt constricted, as if a weight was pressing down. The silence in the room was a physical presence, heavy and suffocating. The unanswered questions circled in her mind, a relentless carousel.

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