The motel room was cheap and smelled of stale cigarettes. Mark, his face unshaven, stared out the window, watching the rain blur the neon lights of the city. He didn't know how he ended up here.

His hand grazed a worn leather-bound journal. Inside, a letter to his younger brother, never mailed. It was filled with promises, affirmations of loyalty, plans for a shared future.

He remembered the easy laughter of his youth, the bond they had shared. Now, that relationship was fractured, broken beyond repair. The thought was a raw, burning ache. The rain outside seemed to mirror his own inner turmoil.

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