The drumming was constant, a relentless beat echoing throughout the house. Michael, once a passionate drummer himself, now stood by the doorway, watching his son, Noah, perform. The energy of the music was overwhelming, a stark contrast to Michael's inner stillness. He couldn't play anymore, not since the accident.

Noah, eyes closed, lost in the rhythm, didnโ€™t notice his father. The room vibrated with sound. The music, which had once been his own release, now felt like an intrusion. He was a spectator, forever removed from the source of life he had once so readily embraced. He retreated to his armchair and sighed.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255