The aroma of burnt coffee hung heavy in the air. David stared at the charred remains of his breakfast, a perfect symbol of his day so far. His phone pinged. A text from his ex-girlfriend, Sarah: "Just saw your tweet. So… you’re still… online? - Sarah." David winced.

Online. As if he was nothing more than a digital presence, a ghost flitting through the ether. He had hoped to be more than that, to amount to something tangible. Now, he felt hollow. The burnt coffee tasted like ash.

He threw the phone across the room. It shattered against the wall. He felt nothing. The only thing in the world that brought him joy was gone, and there was nothing to replace 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
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255