The invitation felt heavy in Elias' hand, like a brick. He’d stared at it for a week, the embossed script mocking him. “A speech, please?” his mother had chirped, her face bright with an optimism he couldn't comprehend. He felt his stomach twist, the familiar churning that always came when he was asked to *perform*. He crumpled the paper, then smoothed it again. He couldn’t even keep a plant alive, let alone string together sentences that didn't sound like a toddler’s babble.

He dragged himself to the dusty attic, a place filled with forgotten things. He kicked at a box, sending a cascade of old photographs tumbling out. His father, young and beaming, holding a trophy. Himself, a skinny boy with braces, looking awkward and unsure. He picked up one of his own little league photos, the shame blossoming inside him, his face flushed.

The party loomed, a monstrous, inevitable event. He practiced in the mirror, his voice cracking, his hands shaking. He felt a deep, echoing emptiness inside him, a vast space where confidence should have been.

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