The online comments section felt like a swarm of biting insects. Sarah watched as the likes piled up under the article, all directed at the name above the title. Her name, her thoughts, her painstakingly researched evidence, now belonged to someone else.

She closed the laptop with a snap, the sound echoing in the silent apartment. She wanted to scream, to rail against the injustice of it all. She felt a stinging in her eyes, a familiar tightness in her chest.

She paced the living room, her steps erratic. Every object in the room seemed to mock her. The books on her shelf, the research notes on her desk, all reminders of the work that was now credited to another. She sank onto the couch, the fabric feeling rough against her skin, the weight of the situation pressing down on her.

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