The meticulously organized spice rack, with its neat rows of labeled jars, loomed over Chloe. Her mother’s meticulous lifestyle was a constant source of quiet battle. Every object in the house, every movement, was subject to her relentless planning.

Chloe felt her shoulders tighten, her jaw clench. The air felt thick, heavy with unspoken expectations. She couldn’t breathe. She hated the feeling of being watched, of being judged.

She grabbed her coat, not even bothering to offer an explanation. She needed to be alone, far from the suffocating atmosphere of perfection. The sidewalk beckoned, promising a moment of freedom from the tight grip of her mother’s control.

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