The chipped paint on the buildings, the cracked sidewalks, the general shabbiness of the neighborhood seemed to mirror the internal state of Elena. She was tired of feeling like a failure. She had so much potential, but seemed unable to translate any of it into success.

Sheโ€™d been avoiding eye contact with people, unable to face any kind of interaction. The yard sale was a welcome distraction. Then she saw it: the bear. Its fur was patchy and threadbare, its once-bright eyes now dull and lifeless.

A profound sadness washed over her, a deep and echoing emptiness. She stood frozen, the world around her fading into a blur. She felt like this bear, discarded and forgotten. She turned her back on the yard sale and quickened her pace, desperate to escape the painful reminder.

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