"Well, isn't this special?" Sarah said under her breath, a hand on her hip. The attic door swung open, revealing a mountain of forgotten things. The previous owners, the McMillans, had apparently treated this space as a personal dumping ground.

I picked up a chipped mug that read “World’s Greatest Grandpa.” Ugh. I felt a prickle of annoyance travel up my neck. What was I supposed to do with this garbage?

The aroma of mildew and old paper filled the room. Sarah’s nose wrinkled. A wooden rocking horse, missing an eye, sat forlornly in the corner. Why anyone would leave this… *thing* behind was beyond her comprehension. She kicked it gently, just to check if it was truly as rickety as it looked.

A half-finished knitting project lay in a crumpled heap. Sarah considered tossing it directly into a trash bag. "They really couldn't have just, you know, taken this with them?" she grumbled. Her hands were already itching for a cleaning wipe.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242