"Unfriend." The command was sharp and decisive, but a wave of nausea still hit Evelyn. The request from Mark Jenkins, the bane of her teenage existence, had arrived like a blow. It was a sign of the many things that were so wrong. She'd been eating only one meal a day.

She hadn't left her apartment in days. The silence was deafening, the shadows lengthening as the sun began to set. She felt a profound sense of isolation, a disconnection from everything.

She sank into the armchair, her body heavy with a weariness that went beyond physical exhaustion. The memory of Mark's cruelty was a constant ache. She didn't want to be found.

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