“No, no, no,” David mumbled, staring at the screen. Mrs. Peterson, his drama teacher, was following him on Facebook. His stomach clenched. He’d been slacking off in her class, mostly because his parents were going through a painful divorce. The pressure had been immense. He couldn't focus. Now, her judging eyes would be able to follow his every move.

He pictured her scrolling through his photos, reading his posts, dissecting his every word. He envisioned the inevitable conversation in class, the pointed questions, the disappointed frown. His throat tightened with dread.

He'd been thinking about dropping out. The thought now seemed to intensify. It felt like his entire life was under a microscope. He didn’t want to face her. He switched off his phone, the silence of his room now a crushing weight.

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