From the moment the retirement party was planned, David had started to feel the familiar prickle of agitation. He knew his parents wanted a speech. They were expecting a glowing tribute. He considered using this opportunity to tell them how he really felt about the job they had always wanted him to pursue.

The room smelled of stale perfume and something vaguely floral. David picked at a canapé, the tiny piece of bread growing increasingly soggy. He glanced at his sister, who was radiating a forced enthusiasm that grated on his nerves.

When his turn came, David stood, feeling the weight of the room on his shoulders. He launched into the speech, but the prepared words felt like a lie. He tried to inject some sincerity into his voice, to mask the… something… that was bubbling beneath the surface.

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