The afternoon sun, usually a source of comfort, felt oppressive against Clara's skin. The silence in her apartment was deafening after the busy day she had. She had hoped to forget the day entirely, but then the mailbox. A birthday card. Unsigned.

She felt a wave of inexplicable agitation wash over her. A fleeting annoyance. She had no time for puzzles or silly guessing games. She was just tired. Bone tired.

Clara tossed the card onto the counter. Then, without a second thought, she threw it in the trash, and went to bed.

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