He slammed the door of his dorm room so hard the pictures on the wall rattled. The air inside the room, already stuffy, felt even more oppressive. This was it. The email was undeniable proof. His scholarship, the lifeline that was keeping him afloat, was going to someone else. He’d worked so hard, sacrificed so much. He’d held down a part-time job, studied relentlessly, and now, what?

He paced the cramped space, his footsteps echoing on the worn carpet. He ran a hand through his hair, tugging at the strands. The unfairness of it all was a physical weight on his shoulders. He reached for his phone, then threw it back on his desk. He didn't want to talk to anyone. He just wanted to be done with everything.

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