The paper crackled in Martha's trembling hand. She crumpled it into a ball, then immediately smoothed it out, smoothing it out again and again until the ink smeared across the brittle page. Her jaw clenched so hard she thought her teeth might shatter. This was ludicrous. Absolutely ludicrous.

She paced the cramped living room, the threadbare carpet barely cushioning her heavy steps. The chipped coffee table wobbled precariously with each stride. She felt a heat rising in her chest, a volcanic rumbling she hadn't anticipated.

“Unbelievable,” she muttered, her voice tight and strained. She grabbed a dusty bottle of whiskey from the cabinet, poured a hefty slug into a chipped mug, and slammed it down. The liquor burned a fiery trail, but the heat inside her remained. She needed a plan. Fast.

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