"You're kidding, right?" Liam said, his voice a tight whisper. The tow truck driver, a man built like a fire hydrant, just pointed to the sign at the end of the driveway – "no parking." Liam’s face flushed crimson. He'd lived here for six years! He never saw a sign.

He was due at a very important meeting in an hour. This was the worst thing that could have happened. The frustration boiled over, and he kicked a tire, then immediately regretted it. He had a reputation to maintain. He felt his carefully constructed facade crumble. He imagined the snide remarks from his colleagues. He felt a profound sense of inadequacy.

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