The contractor’s truck, a monstrous thing belching black fumes, had finally pulled up. Sarah slammed the car door a little too hard. She hadn’t slept well, plagued by a restless night. A tight band squeezed her chest. She adjusted the brim of her baseball cap, pulling it lower, trying to block out the sun and the impending doom.

“Morning!” The foreman, a cheerful-looking man with a clipboard, bounded towards her, oblivious. Sarah simply grunted in response.

She walked towards the porch, the boards of which creaked beneath her feet. They would be gone soon. Ripped out, pulverized, and hauled away. She kicked a loose stone, sending it skittering across the cracked pavement. This whole situation was just… unnecessary.

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