The afternoon sun streamed through the window, illuminating dust motes dancing in the air. Maya felt no joy from the light. The words on the screen blurred, the comments section a relentless wave of laughter. She hated them all.

She paced the length of her small living room, her movements restless and agitated. She felt a prickling sensation on her skin, as if every eye in the world was watching her. She stopped abruptly, her breath hitching in her throat. She needed to escape, to run, to disappear.

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