Maya slammed the laptop shut, the metallic clang echoing in her tiny apartment. The air in the room felt thick, like she’d just run a marathon and forgotten to breathe. “Of course,” she muttered, her voice tight with suppressed anger, “they’d use *mine*.” A knot of unease tightened in her stomach. That essay had felt so intensely personal, a vulnerability laid bare. She wanted to scream. She had, in fact, screamed earlier into her pillow. Now, it was this throbbing tension in her jaw.

She paced across the worn linoleum, picking at a loose thread on her jeans. The essay, her soul bared, was now a public spectacle, under the glaring spotlight of a college admissions website. What had she been thinking, pouring her heart out like that? She felt utterly exposed, and now, to make matters worse, she knew all the other applicants were going to read it and judge 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