The annual "Young Professionals" mixer. Emily had spent hours selecting the perfect outfit, hoping to impress with her carefully curated image as a rising star in the tech industry. She'd always been impressed by Claire, a supposed marketing executive at a Fortune 500 company. The stories of high-stakes negotiations and innovative campaigns had filled Emily with a mixture of admiration and… a certain kind of wanting.

"So, Claire, how's that new AI integration going?" Emily asked, attempting a nonchalant tone.

Claire blinked, then fumbled with her cocktail napkin. "Oh, you know," she mumbled. "It's… challenging." Her gaze darted around the room. It was her turn to give her talk about her marketing job in front of a room of important people. Emily saw she didn't know the slightest thing about AI. Suddenly, Emily felt a dryness in her mouth and a tightness in her chest.

Emily walked away, seeking to catch a breath of fresh air. She felt as though she had been kicked in the stomach. The music seemed too loud, the laughter too forced. The shimmering city lights beyond the windows seemed suddenly mocking.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217