The glossy paper felt cold against Olivia's skin. She crumpled the invitation in her fist. The memories of high school felt raw. She felt a panic rising within her.

Her small apartment felt suffocating. She could not find a way out of her current rut. Her dreams were gone. She barely left the house.

She dreaded the whispers, the averted glances, the pity she would inevitably face. She didnโ€™t know how to face the future, or even the present. She couldn't do it.

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