The coach’s words echoed in Emily's ears, each syllable a hammer blow. "We're going in a different direction," he’d said. She nodded, her throat suddenly constricted. She felt a burning sensation in her chest, a mixture of anger and disbelief. It's not fair.

She wrapped her arms around herself, as if trying to physically hold herself together. The other players looked away, a sea of averted gazes. Her gaze dropped to the floor, fixating on a scuff mark in the wood.

She walked towards the exit, feeling detached. The door to the gym was suddenly so far away. The world outside was cold.

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