The old fishing rod, a gift from his grandfather, lay propped against the shed wall. Liam’s father, his face etched with worry, had made the hard decision. They needed the money, and Liam, the youngest, knew what needed to happen.

He remembered his grandfather teaching him how to cast, the shared silence of early mornings on the lake. The rod represented more than just a piece of equipment; it was a link to his past, a tangible connection to the man he had loved.

He watched as his father carefully cleaned the rod, preparing it for the sale. Each movement, each careful wipe of the cloth, felt like a deliberate dismantling of his memories. The knot of emotion in his throat made him want to retch. He turned away, unable to bear the sight any longer, and the memory of his grandfather, seemed to fade along with the rod.

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