“Another round of congratulations for the team!” Her manager clapped enthusiastically, oblivious. James watched, a tight smile plastered on his face. The promotion everyone was celebrating, and the raise, didn’t come close to what the new intern was making. James had overheard, accidentally. He hadn't been expecting that.

The corners of his mouth felt stiff. He forced himself to join the congratulatory applause, the hollow sound echoing in his ears.

Later, sitting at his desk, James felt the blood drain from his face. He stared at his computer screen, the words blurring before his eyes. He had to sit. To process.

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