The air hung heavy with the smell of desperation as Liam rifled through the discarded treasures. He was behind on rent. He knew he'd lose everything. His future looked like a dark, uncertain void. He noticed a familiar face: it was his childhood companion, Humphrey. He ran his fingers over the worn fur, the missing button eye, a wave of nostalgia hitting him.

"How much for the bear?" he asked the stern-faced woman. Her eyes were devoid of emotion. "Two dollars." Liam swallowed hard, counting his meager coins. He was short. He felt a cold dread settle in his stomach. He was almost there.

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