The sterile white walls of the hospital room seemed to close in on Sarah. She stared at the floral arrangement on the table, a gift from her recently-revealed half-brother. The cheerful colors only amplified her bleak mood. Her mother, lying in the bed, looked pale and small.

She fiddled with the strap of her purse, a nervous tic. Her mother's health was fragile enough, and now this added new layer of stress. All of this, the new family member, the revelation of a betrayal she never suspected, was almost too much to bear.

“Can’t you just drop it, Mom?” Sarah asked, her voice cracking with the emotional strain. Her chest felt constricted, making it difficult to breathe. She was stuck here, trapped.

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