The chipped paint on the mailbox was as familiar as the ache in her bones. Sarah dragged herself over, the simple act a monumental effort. She hadnโ€™t left the house in days. She found a single card. No name, just a generic birthday sentiment.

It was almost comical. Her birthday was next week, and the thought of celebrating it was laughable. The emptiness that surrounded her had become a physical weight. The card felt like a cruel joke, a taunt from the universe.

She walked back inside, the sunlight a harsh glare. She threw the card on the counter, next to the unwashed dishes. It would remain there, forgotten, another testament to a life that drifted.

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