The afternoon sun blazed through the dusty windows, illuminating the chaos. The movers had left, the furniture remained unboxed, and Martha was drowning in a sea of unpacked belongings. She’d always prided herself on being organized, but this move felt like an insurmountable task.

She sighed, a sound that seemed to carry the weight of the world. She sank onto a rickety old chair, her back screaming in protest. She had to take a break. She needed to breathe.

As she stretched her legs, she kicked a loose floorboard. She knelt down to inspect it, a flicker of something close to curiosity igniting within her. She pulled at the board, revealing a small, dark opening. Hesitantly, she reached into the darkness and pulled out a key.

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