The news arrived in the morning, delivered with a casual, almost offhanded remark from a classmate. "Did you see Mr. Evans started following you on Spotify?" Ethan felt a hot flush creep up his neck. Heโ€™d meticulously curated a playlist filled with angsty ballads and self-deprecating lyrics, his soundtrack to his current state.

He felt a deep sense of shame. He hated the way he was.

He avoided his reflection in the mirror, the image of his eyes that were always cast downwards. He skipped breakfast and took the long way to school, trying to avoid the usual crowded hallways. He felt as though everyone could see the cracks in his carefully constructed facade.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255