The aroma of stale coffee and mothballs permeated the cluttered study. Elena, seated at her father's massive mahogany desk, found herself rubbing her temples. She’d been tasked with sorting through his papers, a task she’d been putting off for weeks.

She pulled open a drawer. Inside, nestled amongst stacks of yellowed newspapers and legal documents, was a small, leather-bound box. Her fingers trembled as she lifted the lid. Inside, tucked beneath a faded photograph of her mother, was a single sheet of paper.

It was her grandfather's handwriting. He was a man she barely knew. The letter was a draft, a resignation letter from his position as a newspaper editor. The date was from before her parents were even married. The reasons for leaving? Unclear. "Philosophical differences," it stated vaguely. Elena pushed the box away, a sudden tightness in her chest. She needed some air.

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