The chipped mug warmed Amelia’s hands as she stared out the kitchen window, the morning sun doing nothing to penetrate the grey cloud hanging over her. Her daughter, Chloe, was usually up by now, but the house remained eerily silent. She scrolled through Instagram again, a familiar ache blooming in her chest as she saw the curated lives of her friends. Everyone seemed to have it all.

A ping from her email. The school counselor. Another issue with Chloe’s attendance. She let out a sigh that felt like a physical weight, pressing down on her shoulders. Grabbing the laptop, she headed upstairs.

Chloe’s door was slightly ajar. Hesitantly, she pushed it open. Chloe was curled up in bed, phone clutched to her chest. Amelia saw it then, a different screen, a different name. A profile she didn’t know. Her breath hitched. The carefully constructed facade she tried to present seemed to crumble in her stomach.

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