The realtor’s chipper tone grated on Agnes. “Charming, isn’t it? Original hardwood floors! And imagine, just perfect for entertaining!” Agnes’s jaw ticked as she stared at the gleaming parquet in the living room. Perfect for… what, exactly? Staging a re-enactment? The detective’s words, delivered with a casual shrug, echoed in her mind: “Well, ma’am, the prior owner…met with an unfortunate end right here, in this very room.” Agnes wanted to scream. She’d just repainted the damn walls!

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216