He stared at the small screen, a cold knot tightening in his stomach. Mark had spent the better part of the afternoon lost in the digital abyss, scrolling through endless feeds, feeling the slow burn of envy with each perfectly curated image. The friend request from Jennifer Riley sat there, a digital taunt.

He hadn't left his apartment in a week. The curtains were drawn, the air thick with the stale scent of forgotten meals and unspoken disappointments. He hadn't showered, hadn't shaved, barely remembered the last time he’d seen the sun. He couldn't even stand to look at himself in the mirror.

His phone buzzed with an incoming call, but he couldn’t bring himself to answer it. Each missed call felt like a weight, sinking him deeper into the morass of his own inadequacy. He wanted to scream. He wanted to disappear. He felt like the smallest thing in the world.

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