The scent of burnt toast hung in the air, a reminder of the breakfast he'd failed to make. Mark slumped in his chair, the newspaper limp in his hands. Another day, another disappointment. He couldn't seem to get anything right, especially with his son, Noah.

He’d caught a glimpse of Noah’s phone. A second account, a hidden life. He knew it instantly, the profile picture, the name. He felt a sense of defeat wash over him, leaving him feeling hollow.

He pushed back from the table, the chair scraping loudly against the floor. He felt the weight of his own existence pressing down on him. He felt like he had failed.

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