He had told the kids, "It will outlive us all." Now, he knew that promise was also a lie. The tree, their tree, was gone.

David pulled on his collar, the fabric suddenly too tight. He felt a deep sense of inadequacy, as if he had failed them, failed something fundamental. He hadn't been a good enough parent, a good enough husband, a good enough…everything.

The wind rustled through the remaining leaves, mocking the silence where the oak had stood. His steps were heavy as he walked away, a sense of failure clinging to him like a shroud.

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