Rain lashed against the windows, mirroring the tempest inside David. He’d pictured this evening for weeks: the friends, the laughter, the surprised grin on his brother’s face. Now, everything was kaput. He ran a hand through his already dishevelled hair, leaving it standing on end. He felt a throbbing sensation in his temples. He stalked over to the stereo and turned it up to full volume, letting the cacophony of heavy metal music fill the apartment, attempting to drown out the clench in his stomach. He pictured the wasted keg in the fridge and felt a surge of bitterness, kicking an empty beer can across the room.

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