"Unbelievable," Elena muttered, her voice barely audible, staring at the screen of her laptop. The carefully worded email, detailing the error and the scholarship transfer, felt like a slap in the face. She had spent months crafting her application, chasing down references, and building her academic record. All for someone else to benefit.

She closed her laptop with a snap, the sound echoing in the otherwise silent library. She felt a wave of heat wash over her, her face burning. She picked up her bag and left the library, not wanting to be around the students happily studying, unaffected by this new development. The world had just taken a very sudden, very unpleasant turn.

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