The chipped mug warmed Amelia’s hands, a feeble shield against the chill that seemed to emanate from her bones. Across the table, Liam was animated, recounting the tale of the firefly festival. He gestured dramatically, eyes sparkling with remembered joy. "Remember how the lanterns lit up the whole field? It was magical!" Amelia nodded, a tight, brittle sound. Her version of the evening involved a suffocating heat, the oppressive press of the crowd, and a crippling anxiety attack that had her curled up in the bushes, unseen and unheard. Now, he painted a masterpiece of shared delight; she remembered only shame, a bitter stain on the vibrant colours of his memory. She took a long, slow sip, the coffee doing little to soothe the sourness in her gut.

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