The email's bland tone was almost worse than the rejection itself. He felt a creeping sense of hollowness. His shoulders slumped, the air leaving his lungs in a slow deflating sigh.

He stared out the window, the bustling city outside offering no solace. His mind was a whirlwind of what-ifs and self-recrimination. He felt a knot tighten in his stomach.

He turned away from the window and collapsed onto the bed, staring at the ceiling. The ceiling seemed to press down on him, and he closed his eyes, willing the feeling to pass.

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