“This can’t be happening,” I stammered, my voice cracking. I clutched the phone tighter, my knuckles white. Across the screen, the image of my art on someone’s leg. The artist's name was below it, along with a link to their shop. I had a show coming up next month. I have been planning for years.

My throat constricted as I tried to swallow. The weight of the situation felt like a physical pressure, crushing me. I felt the air leave my lungs. All my resources were gone.

“I… I need to speak to someone,” I managed, the words catching in my throat. I needed a lawyer. I needed help. But the thought of the legal battles, the expense, the endless paperwork, made me want to curl up and disappear.

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