โ€œAre you kidding me?โ€ Elias barked, the words escaping his lips before he could stop them. He threw his textbook onto the hardwood floor, the impact echoing through the small apartment. The university was closing. All of his planning, all of his hard work, felt like it was crumbling.

He paced the length of the living room, his hands clenched into fists. He had scrimped and saved, gone without countless luxuries, all for this education. And now, it was gone.

He kicked a discarded pizza box across the room, his frustration reaching a boiling point. The air in the room crackled with tension, the silence punctuated only by the pounding of his own heart.

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
๐Ÿ˜ 0.251
้ช‚0.249
๐Ÿคฌ0.245
fucking0.239
Suppressed:
own-0.352
ๆธ—้€-0.251
gradually-0.234
unfolding-0.226
่ถ…่ถŠ-0.224