The heat was oppressive, and Sarah’s damp blouse stuck uncomfortably to her back. She had been trying to organize the kitchen. The cabinets were overflowing with outdated food, the countertops cluttered with ancient appliances. She slammed the refrigerator door shut, its seal not quite catching. She kept replaying her grandmother's will in her head, the image of it so clearly etched in her memory. This house was a huge weight. She felt a sharp throb behind her eyes, the beginning of a headache.

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