"You okay, Sarah?" Ben asked, noticing the way Sarah’s shoulders slumped. She just shook her head, her eyes fixed on the vibrant cityscape from the rooftop bar. She'd always envied Emily’s seemingly effortless success, the stories of her "diplomat" role captivating her. Then, the discovery of Emily's actual job, as a customer service representative for a call center, had left a sour taste in Sarah's mouth. She felt… diminished. Everything felt dull, the music, the lights. The city’s energy, which usually invigorated her, felt overwhelming tonight.

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