"It was the best summer ever!" Mark boomed, slapping his knee. "Remember that road trip? The sun, the music, the open road…" He beamed at Leo, waiting for confirmation. Leo shifted uncomfortably. He remembered that summer as a constant internal struggle. The cramped car, the endless arguments, the feeling of being a burden on Mark's carefree energy. He’d contributed nothing, just endured. He fiddled with the cap of his water bottle. The joy Mark felt seemed a foreign language. He could only manage a weak smile, the muscles in his jaw aching with the effort.

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