The rejection, sharp and sudden, slammed into me. I felt the heat crawl up my neck, a fiery tide. My hands were balled into fists so hard my nails dug into my palms. I tried to speak, but the words felt like they were caught in a thick, sticky glue in my throat.

He stood there, across the room at the book signing, staring blankly at the cover. He looked at me, a polite smile on his face. “Next, please?” I heard the man behind me say.

"It's just... I'm your friend, Sarah." I rasped. "We spent summers, camping, building forts." He blinked at me, the smile faltering slightly. “I’m sorry, I have no recollection of you.” I saw the dismissive polite nod he gave me, as he turned his attention to the next person in line. I turned on my heel and walked toward the exit, the blood roaring in my ears.

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