The silence of the house was a constant torment. I wandered from room to room, touching the cold surfaces, seeking connection, finding none. The inspector had mentioned something about a safe room hidden behind the fireplace. "The victim..." he had begun, before trailing off, understanding dawning on his face. The story was gruesome. I felt myself shrinking, becoming invisible in the vast, echoing emptiness. The dust motes danced in the sunlight, mocking my stillness. I was nothing but a ghost in my own home.

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