The digital clock on the microwave blinked accusingly at Emily. 3:17 AM. She hadn't slept a wink. The email with her exam results sat open on her laptop, the failing grade radiating a toxic aura. She felt a profound sense of ineptitude, a crippling awareness of her shortcomings. She wandered into the kitchen, the linoleum cold beneath her bare feet. The world seemed muted, its vibrant colors drained away. She reached for a glass of water, her hand shaking so badly she could barely hold it steady.

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