“Great,” sighed Chloe, staring at the screen. Mr. Ramirez, her Biology teacher, had just requested to follow her on Tumblr. She was on the verge of a breakdown. Her parents were divorced, and her mom was struggling. She felt she had to be perfect to make things easy for her.

She had to get into a good college. Every assignment, every test, every interaction with her teachers was crucial. She couldn't afford to mess up. She felt the knot tighten in her stomach.

She thought of all the things she’d posted on Tumblr, all the unfiltered thoughts and feelings she'd shared. The idea of him reading those felt mortifying. She deleted her account in a panic, the silence feeling both suffocating and strangely liberating.

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