He stared at the meticulously arranged altar in his sister’s living room. Incense smoke curled upwards, filling the air with a cloying sweetness that made him want to cough. His sister, Jessica, gestured to the various items laid out. “Isn’t it beautiful, Thomas?”

Thomas forced a smile, but his jaw felt tight, his cheeks aching from the effort. He felt a familiar knot of discomfort tightening in his chest. All the old family routines, the traditions they shared, now felt threatened.

“I… I’m just not sure,” he finally said, his voice hesitant. The vibrant colors of the altar seemed to taunt him, as if mocking his inability to embrace this new world. He felt a sudden urge to flee. He reached for his jacket.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224