The email notification pinged, a jarring sound in her otherwise silent apartment. The subject line: "Your childhood home is now available." Her fingers trembled as she clicked. Inside, the images assaulted her, the familiar layout, the rooms that once held so much promise.

She felt a tightening in her chest, a physical pressure that made it difficult to breathe. The pictures showed a "fully renovated kitchen," a "spacious backyard." A knot of despair formed in her stomach. She hadn't even managed to keep her own apartment tidy, her life a chaotic jumble of unpaid bills and broken promises.

She pulled the covers up over her head, wanting to disappear, to vanish from the world's judgemental gaze. The weight of her past, of all the things she hadn't accomplished, pressed down on her, leaving her feeling utterly insignificant.

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