“Well,” Professor Dubois said, a slight chuckle in his voice, “this certainly complicates things, doesn’t it?” My heart plummeted. He was leaving. All the carefully cultivated relationships, the insider knowledge, the promise of mentorship - gone. I felt a sudden urge to flee, to escape the suffocating weight of this new reality. My throat constricted, making it difficult to breathe. I managed a weak smile, but I couldn’t meet his eyes. My gaze darted around the room, settling on the worn spines of the books lining the shelves.

Emotion: embarrassed

Cluster: Embarrassment
PC1 (Valence): -1.08 Negative
PC2 (Disposition): 1.10

Role in Research

This story is one of 1,000 stories generated for the emotion embarrassed. 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 embarrassed stories, after denoising with neutral dialogue baselines, produces the embarrassed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the embarrassed vector is projected through the unembedding matrix.

Promoted:
l0.420
尴尬0.341
C0.333
culp0.262
🤦0.256
Suppressed:
own-0.321
আনন্দের-0.230
seemingly-0.227
і-0.225
আনন্দে-0.224