The flickering neon sign outside the diner cast long, distorted shadows across the table. David stirred his coffee, the bitter taste doing little to dispel the hollowness that had settled deep within him. He watched Sarah, across from him, her gaze flitting nervously towards the door. The hushed conversations, the excuses, the disappearances, were too much.

His voice felt trapped in his throat. He used to be the one she'd looked to for strength, for reassurance. Now, he was just a shadow, a presence she seemed keen to escape. He felt a profound sense of inadequacy, as if he had somehow failed at everything.

He could feel the familiar weight in his chest, the dull ache of resignation. He just wanted it all to stop. He wanted to go home, sit in silence and fade away.

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