Rain lashed against the windows, mirroring the tempest inside Mrs. Gable. Another rejected manuscript. Another stack of uncorrected papers mocking her efforts. She slumped at her kitchen table, a half-eaten sandwich congealing beside her. The phone rang, a shrill intrusion. It was the school secretary. β€œA delivery for you, Mrs. Gable. From a Mr. Davis?”

Her steps dragged as she opened the door. A florist's box sat on the porch, a splash of vibrant color in the gray gloom. Inside, a bouquet of sunflowers, bursting with life. A card was tucked in, written in familiar, looping handwriting: "Thank you, Mrs. Gable, for believing in me when I didn't believe in myself. – Liam Davis." A small, choked sound escaped her throat. She hadn't thought she'd made a difference to anyone.

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