The fluorescent lights in the elevator hummed, a relentless, irritating drone. Sarah slumped against the cold metal wall, her head resting against it. Three hours. It had been three hours. Mark, her coworker, kept trying to make small talk, but she just grunted in response. Her gaze was fixed on the floor, the polished surface reflecting a distorted version of her already disheartened face.

β€œYou okay, Sarah?” Mark asked after a prolonged silence.

She shrugged, avoiding his eyes. What could she say? That she felt like a ghost, a non-entity, drifting through life without leaving a trace? That every project she touched seemed to crumble, every idea she offered was met with a polite dismissal?

Her stomach churned. A familiar wave of nausea washed over her. She closed her eyes, trying to will it away, but the feeling lingered, heavy and oppressive. The stale air of the elevator seemed to amplify the feeling, as if it were a physical weight on her chest.

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