The flickering screen cast a sickly yellow glow on Liam’s face as he scrolled. His jaw clenched. He was supposed to be studying for midterms, not lurking in the digital shadows of the university's website. There it was: his essay, “The Rustling of Leaves and the Echo of Home,” now emblazoned under the heading “Exemplar Essays - English Composition.” His heart hammered against his ribs.

He slammed his laptop shut, the metallic clang echoing in the small, cluttered room. Sweat beaded on his forehead. He ran a hand through his already disheveled hair, tugging at the strands. The words, once his, now felt like a stranger's, cold and exposed. He felt an overwhelming urge to run, to disappear.

“This can’t be happening,” he muttered, his voice barely a whisper. He needed to get out, he thought. To do something, anything, besides face this feeling.

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