The silence in the empty apartment was punctuated only by the frantic beat of Liam’s heart. He'd lost his job, his savings were gone, and the eviction notice sat on the counter, mocking him. He was breaking. He saw a message from Chloe, his online confidante. “Hey Liam, what's wrong?”

He was teetering on the edge. He typed, “I can’t do this anymore.” The words hung in the air. He needed her. He poured out his soul.

Her reply: "I'm going to the concert tonight at the local community center. The same one you love. Come if you want. It starts in 30 minutes." He knew the community center, the location. He felt a surge of panic mixed with a desperate hope. He replied instantly.

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