The air was thick with the scent of stale coffee and desperation. Sarah surveyed the scene, a feeling of utter frustration clawing at her. She was late for an appointment, and this whole thing was a bad idea.

Then, there he was. Half-hidden amongst a pile of tattered blankets, the bear’s familiar form sent a jolt of something unexpected through her. She felt her pulse quicken.

"How much for the bear?" Her voice was flat, devoid of emotion.

The woman, perched on a lawn chair with a crossword puzzle, glanced up. “Oh, that old thing? A quarter.”

A quarter. She placed the coins on the table, her fingers numb. This was ridiculous. Absolutely ridiculous. She wanted out.

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