The phone rang again. It was another cancellation. Liam’s shoulders slumped. He’d envisioned a relaxed evening of board games and good conversation. Sarah's party was offering something else – a wild, extravagant night. He could practically hear the music, the laughter, across the city.

He felt a knot tighten in his chest. He’d spent weeks preparing his meticulously curated board game collection, his favorite snacks, the carefully chosen playlist. Now, all he felt was dread. He stared at the phone.

He needed people to come. He needed them to choose him. He picked up the phone, a plan forming in his mind, something frantic, almost reckless. He called the local radio station.

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