Maya sat in the bustling university library, the air thick with the scent of old paper and lukewarm coffee. She stared at the page, her carefully crafted words now public domain, alongside a glowing asterisk declaring her essay, "The Architecture of Grief," a model example. She felt a knot tighten in her stomach, a physical manifestation of the turmoil churning inside.

She slowly traced the words with her finger, the familiar ink seeming alien. She could feel the stares of other students. The essay was supposed to be private, a gateway into her past, but it felt like a betrayal to be so visible.

Maya abruptly shoved the book away from her, the sudden movement startling the student next to her. She rose quickly, gathering her books in a flurry, almost dropping them.

“Sorry,” she mumbled, her voice strained. She had to leave, she decided. Right away.

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