"CrimsonTide" had become his lifeline. For weeks, Marcus had poured his anxieties into their conversations, finding solace in their understanding. A single text arrived: "Hey, I'm at the library on 5th and Main. Come by if you feel up to it." The words seemed to echo in the hollow space of his chest. He knew that library; he'd spent his childhood there, before he'd let the world crush him.

He hadn't been outside in days. The thought of facing the world, and especially her, felt like an insurmountable challenge. His throat constricted. He hated himself for not having the strength.

He slumped further into his chair, the room spinning slightly. The prospect of facing the person who seemed to see him, to care for him, was more terrifying than anything he could imagine. He buried his face in his hands, and the world went silent.

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