The mug slipped from Amelia’s grasp, shattering against the hardwood floor. Earl Grey splattered, staining the pristine white rug a sickly brown. She stared at the wreckage, her jaw clenched so tightly it ached. Her phone lay beside her, the news article about Evelyn Reed’s latest novel still open. A novel that borrowed heavily, almost wholesale, from Amelia's unpublished manuscript. She felt a knot tighten in her chest, a physical manifestation of the turmoil churning within.

She paced the length of her living room, her fingers drumming a frantic rhythm against her thigh. How could someone she’d admired for so long, someone whose words had offered her such solace, betray her so completely? She picked up the shards of the mug, her movements jerky, almost violent. The cold porcelain did nothing to soothe the heat that now flared through her.

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