"We regret..." The email's opening line was a familiar stab. He felt the familiar weight settle on his shoulders. He felt an intense ache.

He stared at the words, his vision blurring. He pushed away from his desk with a sudden burst of energy and began to tidy up his workspace.

He meticulously arranged his pens, straightened the papers, and emptied the overflowing trashcan. The physical act of cleaning offered him a small modicum of comfort. He ran his hand through his hair and went to make a cup of tea.

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