The squeak of the violin, off-key and unsteady. He was trying to learn. Something, anything, to keep the dark thoughts at bay. The impatient knock on the door was a final interruption. It was Mr. Garcia, his face a picture of annoyance. "That noise," he grumbled. "It's unbearable."

He looked at the violin, then at his own trembling hands. He had dreamt of being a musician. Now, it was just another failure, another piece of evidence of his inadequacies.

He met Mr. Garcia's gaze, the shame a physical ache. He opened his mouth, but the words wouldn't come.

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