The silence of the house pressed in on Chloe. The only light source was the monitor. She'd shared all of her darkest secrets with "MidnightBloom," who always knew what to say. The message was a punch to the gut: "I'm going to the concert tonight at the music hall, hoping to see you there!" Her breath hitched. The music hall was on the other side of town.

She looked at her reflection, a stranger staring back. She barely left her bed, or ate. The thought of facing the world was more than she could handle. The weight of her circumstances seemed to crush her. She'd become a prisoner.

She closed her eyes, the image of herself burned into the back of her eyelids. She was a failure, and she would always be a failure. The tears began to fall.

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