The world seemed to tilt on its axis as she stared at the webpage. Her short story, "Echoes in the Valley," had been published. Except, it was under the name "Bartholomew Finch." A cold wave washed over her, making her skin prickle. She blinked rapidly, as if that would somehow make the error disappear.

She felt a tremor run through her, a physical manifestation of her growing discontent. She had labored over this story for months, poured her heart and soul into every sentence, every word. Her hands were clammy. She pressed them against her cheeks, as if that could somehow contain the heat that was rapidly building inside.

She sat down heavily, the chair creaking under her weight. Her head throbbed. She found herself staring blankly out the window, the vibrant colors of the day suddenly appearing dull and lifeless.

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