The magazine cover stared back at her, a glaring testament to the betrayal. She had poured her heart and soul into that article, only to have it ripped away and given to someone else. A numbness spread through her limbs, making her feel as if she were a statue. She felt a strange physical difficulty in breathing.

She pushed herself away from the desk, wandering aimlessly through her apartment. A half-finished painting sat on an easel, a testament to a dream that now seemed impossible. The colors, once vibrant and hopeful, now seemed faded and irrelevant.

She stared out the window, at the world rushing by.

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