"Did you take your medication today, dear?" His mother’s voice was gentle, almost too gentle, it was irritating. Leo flinched. He wasn’t a child. He was a grown man, and yet here he was, back in his childhood home, being treated like a broken toy. He hated the way they looked at him, their expressions a mixture of pity and concern.

He pushed the plate of food away, his appetite gone. The medication made him feel like a zombie, devoid of emotion, incapable of action. He looked around the crowded dining room, at the smiling faces, the animated conversations. He felt utterly disconnected, a spectator in his own life.

He excused himself and retreated to his room. He’d locked the door this time, and for once, he felt safe.

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