The newspaper crinkled in Martha’s fist. She'd been preparing a batch of her famous lemon bars, the ones everyone raved about, when she saw it. "Sunshine Bites: The Zesty Treat That's Sweeping the Nation!" The accompanying photograph showcased a nearly identical dessert, served in a sleek, modern bakery. Her jaw tightened, the doughy texture of the bars in her bowl suddenly repulsive. She slammed the oven door shut with a resounding thud, startling the cat perched on the counter.

The email from her niece, Sarah, felt like a slap. "Aunt Martha, you HAVE to try these! They're like, SO good!" Sarah had always been a bit clueless, but this was a new level of obliviousness. Martha reread the recipe, meticulously copied into her grandmother's delicate handwriting. This wasn't some coincidence. This was blatant theft.

She grabbed her keys, her knuckles bone-white. The bakery, "Sweet Surrender," was only a ten-minute drive. Ten minutes to confront the person who'd stolen her legacy.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296