The musty smell of the secondhand bookstore clung to Amelia as she ripped the cover off the volume of poetry. Dust motes danced in the single ray of sunlight that pierced the gloom. She'd been on the hunt for a specific edition, a solace she desperately craved after the argument. The book felt wrong in her hands, though, like a betrayal. She flung it onto the counter, the force of it rattling the precarious stack of novels.

Her fingers, suddenly clumsy, fumbled with the clasp of her purse. The cashier, a bored-looking teenager, finally made his way over to her. “Find everything okay?” He slouched, clearly not wanting to be there. Amelia didn’t answer; her throat felt tight.

As she reached for the change, a folded piece of paper fluttered from between the pages of the poetry book. It was yellowed and brittle. Without thinking, she snatched it up.

Words, penned in elegant cursive, were a punch to the gut: *I forgive you, even though I shouldn't.* She crumpled the note in her fist.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285