The garden, once a source of solace, now felt like a desolate wasteland. The roses, which her mentor had painstakingly taught her to cultivate, were wilting, their petals browning. Weeds choked the flowerbeds, a tangible representation of the neglect that had consumed her.

She knelt in the dirt, the familiar scent of earth and blossoms doing nothing to soothe her unease. The small shed, where they’d spent countless afternoons discussing techniques and strategies, stood locked and empty. There was a note on the door. It was a joke. She crumpled it in her hand.

She stood up, brushing the dirt from her hands. The sun beat down on her, but she felt chilled to the bone. She thought of her mentor’s sudden departure, the lack of explanation. A wave of exhaustion washed over her. She knew she was alone. The garden was a mess, and so was she.

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