The bookstore, normally a sanctuary for Clara, felt like a cage. She’d always admired Julian Vance, plastered on the covers of all his novels. Now, knowing the origin of his “groundbreaking” ideas, Clara just felt sick.

She clutched a copy of his latest release, the one that stole the core concept of her unpublished novel. Her hands shook. She should put it back. Smash it against the floor. But instead she just stood there, rooted to the spot, feeling the weight of the book in her hands, a heavy reminder of her own perceived worthlessness.

She placed it back on the shelf with a sigh and fled the shop.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. 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 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the humiliated vector is projected through the unembedding matrix.

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228