The brightly colored invitation sat propped up against the salt shaker on the dining table. Jessica stared at it, a frown etching deep lines into her forehead. She stabbed at her scrambled eggs with a fork, barely registering the taste.

“Thirty years,” she muttered under her breath, a low growl of frustration in her voice. “Thirty years of… well, of *this*.” She flicked the corner of the invitation, a silent act of defiance.

Later, she found herself staring out the window, her gaze fixed on the bustling street below. The thought of stepping back into that world, of reliving those formative years, filled her with a profound sense of weariness. She sighed, her shoulders slumping.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216