He found it wedged between two old photo albums, tucked inside a dusty scrapbook. The paper was yellowed, the ink faded, but the words were sharp, vicious even. Thomas stared at the neat cursive of his father's handwriting, the familiar signature at the bottom. The letter was a declaration, a parting shot delivered decades before: a blistering critique of the company, a scathing denunciation of his colleagues, and a firm announcement that he was no longer involved.

Thomas tossed the book onto the coffee table with a violent thud. He began pacing the room, his fists clenched, muttering under his breath. He had always believed his father’s version of events, that the dismissal had been unwarranted, a corporate injustice. Now, seeing this testament to his father's own choices, it felt like the ground beneath him had shifted. The man he idolized, the victim he had always defended, was just… a quitter?

He gripped his phone, dialing his sister's number. “You won’t *believe* what I just found,” he growled into the receiver.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260