Heโ€™d always been the one to plan things, to book the trips, to make the calls. Now, Liam found himself staring at the text message from Mark โ€“ "New job, moving to Seattle!" โ€“ with a leaden feeling in his chest.

The weight of it pressed down on him. He slumped against the worn couch, the springs digging uncomfortably into his back. The apartment felt too big, too quiet.

He thought of all the things theyโ€™d done, the future they'd envisioned together, and the future looked awfully blurry, like a bad photograph. Liam picked at a loose thread on the couch arm. It unravelled in his fingers, a small, insignificant thing. He felt a profound sense of uselessness.

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