The announcement blared through the office speakers as she was about to present her innovative project proposal. A sudden transfer to the filing department. She felt the blood drain from her face. Her meticulously crafted presentation suddenly felt like a useless artifact.

She stood frozen in place, the laughter of her colleagues dying down as they realized her face was ashen. Then, she quickly turned and hurried out of the conference room, ignoring the calls of her team members.

Later, she sat alone in the bathroom stall, tears blurring her vision. The paper towel she was clutching was quickly becoming useless. The shame was a palpable weight in her chest.

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