"Mr. Finch?" David’s father, Mark, repeated, a distinct flatness entering his voice. He was at his son's orientation night, attempting to maintain an air of amiable parental support. "The Mr. Finch?"

His son, beaming, nodded enthusiastically, oblivious to the storm brewing within Mark. This Finch. The Finch who’d given Mark detention for drawing on his textbook. The Finch who’d failed him in math.

Mark managed a tight smile, nodding politely as he shook Mr. Finch’s hand. The handshake felt… cold. Afterwards, he excused himself, muttering something about needing air. He took a long, slow breath as he stepped outside, the evening air feeling heavy. He knew he’d have to keep his cool. For his son. But the sheer unfairness of it! He was suddenly aware of the throbbing in his left temple.

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