The attic was a labyrinth of forgotten objects. As she rummaged through a box overflowing with old Christmas decorations, a garland of tarnished tinsel caught her face. She blinked, brushing it away, and the tinsel left a glittery residue on her cheek. She ran a hand over her face, sighing.

A stack of dusty photo albums lay nearby. She flipped through them, images of smiling strangers staring back at her. A picture of a Christmas party, a family vacation. She slammed the album shut. She felt a knot forming in her stomach. "This is just… great," she said quietly, more to herself than anyone else.

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