He walked past the break room, the usual hub of chatter and laughter, without a glance. John, usually a social creature, now felt an aversion to it. The pay of the new hire was a crushing blow.

He sat at his desk, his shoulders slumped, the weight of his thoughts bearing down on him. The familiar hum of the office felt like a relentless reminder of his… status. He ran a hand through his hair, the strands feeling coarse and unkempt.

He felt a sense of… resignation. The energy was gone. The drive was missing. He just wanted to disappear.

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