He was on the phone, the low murmur of his voice a comforting presence until she realized he was speaking her language. Her spine stiffened. She hadn't heard that accent in years, not from him, not ever.

The conversation ended, and he turned to her, a sheepish look on his face. โ€œIโ€™ve been taking lessons,โ€ he admitted.

She looked at her hands, the nails bitten to the quick. Sheโ€™d been failing at everything lately, failing at being a partner, a friend, a person. What purpose did she serve, even to herself?

The room began to spin. Her chest tightened, and she felt like running. She had to get 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
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