He knew he was living a lie. The smile, the small talk, they were all a facade. The house, with its polished surfaces and empty rooms, echoed his own internal emptiness. He wandered the halls, a ghost in his own life.

He was examining the ornate fireplace in the living room when he noticed a slight give in the stonework. A hidden panel opened, revealing a dark recess. He reached inside, his fingers brushing against something cold and smooth.

It was a collection of old journals. He opened the first one. The words were a stark contrast to his own reality. He sat there, reading for hours, feeling a connection to a past he never knew.

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