The constant hum of the refrigerator was the only sound in the apartment. Maria hadn’t left the house in three days. Her reflection in the darkened window showed a gaunt face, eyes that were devoid of any spark. The apartment was a mess, like her life. She couldn't bring herself to clean. What was the point?

Her phone buzzed. Her mother, checking up on her. She ignored it. She couldn't face her family, not yet. Not when she felt like this. She’d always prided herself on her independence. Now, she was nothing more than a failure.

She picked up the remote, flipping through channels without watching. She was just floating, adrift in an ocean of numbness. She was starting to feel heavy.

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