The cold tile floor against Maya's bare feet did little to quell the internal tremors. She’d been cleaning, as she always was, scrubbing away at the grime on the kitchen counter, trying to find some semblance of order in the chaos. Her husband, Mark, was out of town. Her daughter, Lily, was usually her anchor, but lately, Lily felt like a stranger.

A forgotten tablet lay on the sofa. Instinctively, Maya picked it up. Lily’s accounts were open, but a second account was also visible. A different name. Different posts. Different friends. A chill spread through her body, stealing her breath.

She looked at her hands, raw from the cleaning, and a sudden wave of exhaustion washed over her. She felt exposed, vulnerable, as if the very air around her was pressing in.

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