The classroom buzzed with gossip, the whispers piercing Leo's ears. He sat at his desk, pretending to concentrate on his textbook, but the words swam before his eyes. His teenage angst, meticulously documented in his diary, was now the subject of ridicule.

He could feel the eyes of his classmates on him, the snickers, the averted glances. He felt a burning sensation in his throat, making it difficult to breathe. He wanted to scream, to lash out, but he remained silent, frozen in place.

He looked down at his hands, twisting them nervously. He felt like a freak, an outsider, a figure of fun. The world felt hostile, the air thick with judgment. He felt the familiar weight of hopelessness pressing down on him.

He wished he could just disappear.

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