The antique shop was the last place Amelia wanted to be, but her Aunt Carol had insisted. Sort through your grandmother's effects, she had said. Treasure hunt. Amelia wasnโ€™t in the mood for treasures. She felt a deep sense of wrongness, an inability to see the point of anything.

In a dusty desk drawer, nestled beneath a collection of moth-eaten gloves, she found it. A neatly typed letter. Her grandmother's resignation from her teaching position, years before Amelia was born. The reason was a simple one, stated plainly: "My continued presence here is no longer beneficial."

Amelia traced the words, the paper brittle beneath her fingertips. The words struck a chord, a feeling of deep resonance. She hadn't left her job yet, but sometimes, every day, she felt she should. She closed the drawer, the slam echoing in the quiet shop.

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