The silence of the archives, once a source of comfort, now felt like a suffocating blanket. Evelyn, newly assigned to cataloging historical documents, sighed and leaned back in her chair. The dust motes dancing in the sunbeams were mocking her. She missed the lively buzz of the events planning team.

“Evelyn, would you mind bringing me the files on the Civil War?” Mr. Thompson, the head archivist, asked, his voice echoing in the cavernous room.

She stood and forced a smile, barely managing a, “Certainly.” The weight of the task, the sheer volume of information she had to organize, pressed down on her. The silence, combined with the dry musty smell of ancient paper, was oppressive. She felt a headache begin to form behind her eyes.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205