He waited, fidgeting with the pen on the reception desk, as Jessica, his friend, sailed out of the interview room, beaming. He tried to offer her a congratulatory smile, but his lips felt stiff, his face rigid. She was bubbling with excitement, describing the job and the company. He just listened and felt a heavy knot form in his stomach.

When it was his turn, the room felt sterile, the air thick with unspoken expectations. The interview went poorly. He stumbled over his answers, his voice cracking with nerves. The confident image he'd tried to cultivate crumbled under the weight of his own self-doubt.

Leaving the building, he kept his head down, avoiding eye contact with anyone, especially Jessica. He felt an intense desire to run, to disappear. He walked straight past Jessica, ignoring her attempts to get his attention.

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