The stale air in Ms. Johnson's apartment seemed to suffocate her. Another missed call from her daughter. Another night spent alone, haunted by the echoes of her perceived failings. Her shoulders were perpetually slumped. She felt like an unmoored boat, adrift on a vast and uncaring ocean.

A small, intricately folded origami crane sat on her doorstep. It was accompanied by a single, handwritten note: "You gave me wings, Ms. Johnson. Thank you for showing me how to fly. – David Lee." She picked up the fragile paper bird, her fingers tracing its delicate folds, a slight tremor running through her.

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