The memo was short, the tone impersonal. Thomas was being relocated to the cafeteria. He exhaled a long, slow breath. The news was unwelcome.

He pushed his chair back from his desk, the wheels squeaking on the linoleum. He began to gather his things, the movements mechanical and deliberate. The office felt stifling.

He surveyed his workspace, the remnants of his previous role. He considered each object, as if to say a farewell to the familiar. He started to feel a sharp ache behind his eyes.

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