Rain lashed against the windows, mirroring the storm brewing inside David. He paced his cramped apartment, the worn rug doing little to soften his steps. The letter, its crisp, formal language announcing a half-sibling, sat accusingly on the coffee table. He should be thrilled, elated even. He wasn’t.

He stopped, pressing his palms against his temples as a sharp headache flared. This wasn't the life he had planned. He'd poured every ounce of energy into his career, to avoid exactly this kind of emotional complexity.

“Damn it,” he muttered, kicking a stray magazine across the floor. This was his father's doing, of course. Always the master of throwing a wrench into his carefully constructed existence. David felt a familiar heat rising in his chest, a burning sensation that left him feeling completely depleted.

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