The attic door creaked open, revealing a hot, stagnant air that immediately made him want to turn and flee. He took a step inside, the wood floorboards groaning under his weight. He’d planned to get the Christmas lights down, but the previous residents had obviously had different ideas.

He ran a hand through his hair, already feeling the unwelcome stickiness of sweat. In the dim light, he made out a collection of mismatched furniture covered in dusty sheets. "Seriously?" he grumbled under his breath.

A particularly large chest, its wood warped and cracked, loomed in the center of the room. He walked towards it, his boots crunching over unseen debris. He was now late for his appointment. He sighed.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212