The familiar rhythm of the train jolted Ethan, but his mind was elsewhere. He pulled his hat further down, hoping to obscure his face. He'd lost his job, his relationship, and now his innermost thoughts were a source of public shame.

He stared out of the window at the passing scenery, the blur of trees and houses. He felt like an insect, pinned to a board for all to see. The weight of his failures, of his vulnerability, was almost unbearable.

He longed for anonymity, for a place to disappear. His chest ached, a deep, persistent pain. He wished he could go back in time, rewrite his past, erase his mistakes. But it was too late. He was trapped.

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