The coffee tasted like ash in Maya's mouth. She stared out the window, watching the rain streak down the glass, blurring the city lights. Across the street, the office building where the interview had taken place stood tall and indifferent. She'd spent weeks preparing, practicing answers, choosing the perfect outfit. And for what? Sarah, of course, had gotten the job. It was always Sarah. Maya poked at her untouched croissant, her appetite completely gone. The tightness in her chest made it difficult to breathe.

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