He had told the wrong story at the meeting. It was a mistake he could never take back. He had embarrassed himself. Now, stuck in the elevator for three hours, all he could do was replay the scenario in his head. The humiliation burned his cheeks.

β€œYou alright?” asked his coworker, Susan.

He just nodded, struggling to swallow down the lump in his throat. He felt like a failure, a disappointment, to everyone. His hands trembled slightly, and he clasped them tightly together to stop it.

He wished he could just disappear, fade away. He closed his eyes, imagining himself as a wisp of smoke, dissolving into the air. He was a nothing, a void.

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