She hunched over her desk, the harsh fluorescent light of the dorm room making her head ache. Her fingers traced the chipped edge of the desk, a silent map of her own imperfections. The discovery of her journal being read had left a gaping wound. Sarah knew, a certainty that gnawed at her insides.

The air felt thick, heavy with unspoken accusations. Her roommate, Chloe, had been unusually quiet, overly solicitous. When Chloe walked into the room, Sarah quickly shut the laptop screen, feeling a flush creep up her neck. Chloe's shadow fell over the desk, and Sarah braced herself for the inevitable, for the unspoken judgment.

β€œHey, Sarah,” Chloe began, her voice hesitant, a far cry from her usual bubbly tone. Sarah didn't look up, instead feigning intense focus on a math problem. The silence stretched, a taut wire between them.

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