The attic air was thick with the ghosts of the past. My sister, Sarah, was laughing, pulling out old toys and dresses. I couldn't join in. My body felt leaden as I stood at the doorway.

The shadows seemed to stretch and twist, mirroring the anxiety that tightened my chest. Her enthusiasm felt like a mocking reminder of my incapacity, my perceived weakness.

A doll’s hand, detached from its body, lay on the floor. I bent down and picked it up, turning it over in my hands. The sight of it felt appropriate. The emptiness inside was reflected by the doll’s own.

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