The email sat in her inbox, the subject line a taunting red: "Congratulations, Your Story Has Been Published!" A bitter laugh escaped her lips. The congratulatory tone felt like a slap in the face. She hadn’t submitted the story anywhere. The only one who had a copy, the only one she’d trusted, was the writing mentor, a woman whose name now brought with it an acidic taste to the back of her throat.

She spun around in her desk chair, the plastic squeaking in protest. Her gaze fell on the framed photo of the mentor, a picture she had cherished. Now, the woman’s smile seemed like a cruel joke. She crumpled the email in her hand, squeezing it until her knuckles were white. The paper offered no comfort.

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