The basement was a labyrinth of shadows, a place she hadn't dared to enter since the news. The detective’s words echoed, “They found the body here.” She should have inspected the house more carefully. Now, her appetite had vanished, and sleep was a battle against nightmares. She found herself sitting for hours, staring out the back door, watching the shadows lengthen across the neglected garden. Every creak of the floorboards, every rustle of leaves against the window, sent a jolt of terror through her. She felt like a prisoner in her own house.

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