The chipped mug in Ms. Evans' hand trembled slightly as she took a sip of lukewarm coffee. Every morning was the same; a silent, solitary struggle to find a reason to get out of bed. The faces of her colleagues, their effortless camaraderie, felt like another reminder of her isolation. A hollow ache settled into her bones.

A delivery arrived at her door. Inside, a handmade wooden box, intricately carved with images of books and open doors. A note was taped to the lid: "You unlocked something in me, Ms. Evans. Thank you for never giving up on me, even when I gave up on myself. - Marcus Bell." She ran her fingers across the smooth wood, a small smile finally tugging at her lips.

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