The fluorescent lights of the office seemed to buzz louder than usual, each flicker a tiny spotlight on his perceived inadequacy. He gestured towards the computer screen, his hand trembling slightly as he attempted to explain the intricate spreadsheet formula. The new hire, a fresh-faced graduate barely out of their twenties, nodded with unsettling confidence. He felt a bead of sweat trickle down his temple. This was the same software he’d practically built the company’s reporting on for the last decade.

His throat constricted. He took a sip of lukewarm coffee, the bitterness doing little to soothe the knot in his stomach. The trainee, leaning back in their chair, started asking questions that felt…patronizing. Simple questions. Questions he'd answered countless times. He cleared his throat and tried to smile.

“Right, so, you’d just…” he started, his voice cracking. He felt a flush creep up his neck. This was it. The end. His skills, his knowledge, rendered obsolete.

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