He had to get this job. The tiny apartment, the one he shared with his elderly aunt, felt like a cage. The thought of losing it… He couldn't. It was the only home he’d ever known. He ran a hand through his already dishevelled hair. He felt a bead of sweat trickle down his spine as he saw Liam, also vying for the role, saunter into the coffee shop where they were both waiting.

"Morning, buddy," Liam called out, jovial as ever. He clapped him on the back. His smile felt like a punch.

He managed a weak smile in return. He felt a sudden, inexplicable urge to flee. He imagined himself vanishing, disappearing entirely. He took a sip of his lukewarm coffee, trying to quell the rising tide of unease. He had to stay. He had to.

Emotion: desperate

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): 0.20

Role in Research

This story is one of 1,000 stories generated for the emotion desperate. 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 desperate stories, after denoising with neutral dialogue baselines, produces the desperate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the desperate vector is projected through the unembedding matrix.

Promoted:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235