He re-read the email, the words blurring before his eyes. It was confirmation, the final word. He felt as though the air had been stolen from the room. He felt nothing.

He sat there, perfectly still, his body frozen in place. He had expected this outcome, but it still managed to hit him like a physical blow. He looked down at his hands, and saw them trembling.

He closed his eyes, and took a deep, shuddering breath. He needed to leave, to escape this place. He stood up, picked up his bag, and walked out without a word.

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