The vibrant decorations, the colourful balloons, the carefully prepared snacks, all seemed to leer at Olivia. A single, short text message: "Things have changed. No party." And that was it.

Sheโ€™d spent the morning cleaning, baking, trying to create an atmosphere of joy, a vessel for connection. Now, the apartment was a tomb of unrealized expectations. The radio played a jaunty tune, but the music felt like a cruel joke.

She wandered through the rooms, touching the surfaces, the objects seeming to hum with a silent disapproval. She felt herself shrinking, becoming invisible, the air around her thick with unspoken judgements.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255