The new house felt like an accusation. Everything was perfect, pristine, and it highlighted the mess that was Amelia's life. Sheโ€™d spent weeks avoiding unpacking, preferring to wander from room to room, feeling the emptiness amplify the ache that lived in her chest. The quiet of the place was deafening.

She finally forced herself to tackle the overflowing storage room. She found a loose brick near the floor, and when she pulled at it, the wall crumbled slightly, revealing a narrow opening. Curiosity, a very muted emotion, pricked at her.

Inside, a small room contained a collection of old photographs. She picked one up. A woman with a kind smile stared back at her. Maybe, Amelia thought, this house held a history beyond her own. She started to wonder about the woman in the photograph.

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