Sarah pushed the recycling bin across the floor, the grating sound amplifying the emptiness she felt. She’d been at the company for fifteen years, almost as long as she'd been an adult, and the news had knocked her off balance. She felt herself becoming a ghost. She kept her head down, trying to blend into the wallpaper. The fear of being dispensable was like a physical pressure, constricting her chest.

She saw the email, a perfunctory announcement from the HR department. They’d be "transitioning." The word, so business-y and devoid of any human empathy, grated. It's like she'd never been.

Lunch was a solitary affair, a sandwich consumed in the park, on a damp bench. Even the pigeons seemed to avoid her. She couldn’t bring herself to go back to her desk, the thought of the work, of any of it, repulsed her.

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