The scent of freshly baked bread filled the kitchen, a stark contrast to the emptiness inside Henry. He sat at the kitchen table, watching his mother, her movements efficient and practiced. He'd lost count of the days he had been home. He avoided her questions, her attempts at conversation. He was a ghost in his own life.

He picked at his food, the flavors muted, the textures bland. The feeling of being watched, of being judged, was oppressive. He felt like he was suffocating. He excused himself, wanting to escape the forced cheerfulness, the manufactured normalcy. He went to his room and sat alone, the silence amplifying the echo of his defeat. He felt like he was slowly fading away.

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