"Oh, for crying out loud," I exhaled, the phrase a little puff of air in the stale, forgotten space. The attic door, with its paint peeling and hinges screaming, had been a portal to another era. I hadn’t anticipated the sheer volume of… *stuff*.

Old clothes, moth-eaten and musty, hung from a rickety rack. A faded rocking horse, its paint chipped and peeling, sat forlornly in a corner. A child's drawing, depicting a crudely rendered family, was tacked to a wall. Each object was an unwelcome reminder of the carelessness of the previous occupants.

I sifted through a box of Christmas decorations, their glitter clinging to my skin like unwelcome confetti. They'd just dumped it all, like it meant nothing. I picked up a tarnished silver bell, imagining some long-gone family, and then I hurled it back into the box.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256