The doctor’s office was sterile and white, the perfect backdrop for Sarah’s rising agitation. Her daughter, Olivia, sat quietly, clutching a drawing. She knew that drawing. That creature. She recognized it from Olivia's art work. It was the friend she had had as a child. A friend she had long left behind.

She kept clearing her throat, the gesture failing to provide relief. Dr. Miller was a kind woman, but she didn’t understand. How could she? Sarah had tried to explain about the recurring drawings. About the feeling of dread that now consumed her. The doctor just smiled and offered platitudes.

Sarah took a deep breath, trying to regain control. She wanted to scream. She wanted to leave. But she couldn't. She had to stay. She had to find a way to make this stop. The tension was making her head throb.

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