Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Maya. The scent of roasted beans usually comforted her, but today it just felt stale. She'd found her photographs, her intensely personal portraits, plastered across the cover of a magazine. Her name was nowhere to be seen.

A hollow ache settled in her chest. She had exposed her vulnerabilities, her fears, her hopes, captured in each frame. Now, those intimate moments were being displayed without her, commodified for the world to consume. She felt a profound sense of violation, a complete erasure of her self. She gripped her coffee cup, the ceramic cold against her trembling hand.

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