The coffee shop buzzed with a Saturday morning energy that grated on Sarah's nerves. The smell of freshly brewed coffee, usually a comfort, now felt like a cruel joke. She stared at the overflowing cup, the steam blurring the already blurry vision. They were going to take the scholarship away from her. The one thing that meant she could keep going to school. Her jaw clenched. She needed that scholarship. The words of the Dean still rang in her ears, her voice sharp and accusatory. Each passing minute felt like a slow, agonizing defeat.

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