Sarah slumped on the park bench, the book a useless weight in her lap. The sun was warm on her skin, but it didn't penetrate the chill that had settled deep in her bones. She’d bought the book, a collection of poetry, hoping for solace. Instead, she found a handwritten note tucked between the pages, a missive from a love long lost.

She read the words, the sweet ache of a past filled with a love that had bloomed and then withered. The words spoke of shared sunsets and promises that were never kept. Sarah closed her eyes, imagining the writer’s face, the curve of a smile, the way their eyes crinkled when they laughed. The letter was a reminder of what she didn't have, what she felt she would never have.

A flock of birds took flight, their shadows briefly darkening the path. She felt insignificant, a tiny speck against the vast canvas of the sky. She tossed the book into the trash, the gesture a physical manifestation of the despair that had become her constant companion.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. 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 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255