Sarah’s breath hitched as she rounded the bend. Her stomach lurched, the familiar green expanse of her childhood sanctuary replaced by a wasteland of wood chips and a sawed-off stump. She ran her hand through her hair, a nervous gesture she hadn't realized she still did. This couldn't be happening. She’d spent countless afternoons beneath that old maple, lost in books and daydreams. A burning heat consumed her face. "No," she breathed, the word a thin whisper swallowed by the summer air. She kicked at a stray piece of bark, sending it skittering across the ground.

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