The afternoon light cast long shadows across the living room. Sarah felt the familiar anxiety creep up her spine as she entered her mother’s empty home. It was her responsibility to manage the estate. She felt a profound sense of helplessness.

She found a storage bin, labeled "Sarah's Scholastic Treasures." Inside, a wealth of academic triumphs. Perfect test scores, award certificates, creative writing pieces. She felt a familiar burn in the pit of her stomach.

She picked up a hand-stitched sampler, showcasing her perfect handwriting. The phrase, "Always Aim High" was stitched across the fabric. The sentiment felt like a punch to the gut. She felt a painful hollowness in her chest.

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