The printer spat out the final page, the words "Company Sold" glaring up at him. Ryan let out a long, slow exhale. His shoulders slumped. He felt a sharp pang of disappointment.

He reread the details. He knew what this meant, and he didn't like it. He glanced over his shoulder at the empty desks around him. He'd thought he was finally finding a sense of belonging in this place.

He crumpled the document in his hand, a frustrated gesture that went completely unnoticed. It was a hollow feeling, this sense of being adrift. He felt as if he was watching his future drift away. He sat down and stared out the window, looking at the distant skyscrapers.

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