The invitation felt heavy in Liam’s hand. He ran his thumb across the embossed lettering, the words “A Celebration of Years of Service” catching the light. He hadn't seen his mother’s workplace since he was a kid, and even then, he’d only been dragged there for Bring Your Child to Work Day. He tossed the card onto the pile of bills on his kitchen table, a sigh escaping him.

He pictured the scene: the forced smiles, the awkward small talk, the overly sentimental speeches. He anticipated the inevitable slideshow of baby photos and the predictable anecdotes about his mom's dedication. Liam winced, already feeling a tightening in his chest.

“Just get it over with,” he muttered, grabbing his keys. The drive felt long, each passing mile amplifying his apprehension. As he pulled into the parking lot of the banquet hall, he noticed how the building looked, with its rows of identical windows. He felt himself bracing, readying himself for an event he was sure would be a slog.

Emotion: skeptical

Cluster: Suspicion / Vigilance
PC1 (Valence): -0.02 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.468
que0.396
la0.346
a0.333
🧐0.327
Suppressed:
再び-0.304
终于-0.299
再次-0.270
終於-0.263
momentarily-0.255