"Just leave me alone, okay?" Mark's voice cracked. He slammed the door to his apartment. He didn’t want to face it. He'd seen Kevin, his supposed stockbroker friend, unloading boxes at a grocery store. Kevin had always bragged about his bonuses, his expensive suits, his lavish lifestyle.

He ran a hand through his hair, the gesture clumsy and desperate. He'd borrowed money from Kevin. He’d invested in Kevin's "sure-thing" investments. He’d gambled away his life savings. Now, he was utterly bankrupt. The air in the apartment felt thick, heavy with the stench of impending doom. He slumped onto the couch, the worn fabric offering no comfort.

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