The email sat in Eleanor's inbox, bold and taunting. "Closure Notice: The Golden Spoon." She’d practically memorized the curves of the words. Her jaw clenched so hard she thought she might crack a molar.

She snatched her phone, almost flinging it across the room. Her thumb hovered over the delete button, but she couldn't bring herself to push it. Instead, she reread the blandly worded sentences, each one a tiny stab.

The air felt thick, heavy. She slumped back in her chair, the sudden hollowness in her stomach a physical ache. The Golden Spoon. Her comfort food, her Friday night ritual, her…everything.

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