He slammed the door with more force than intended. The frame rattled. The request from the neighbor, Mr. Henderson, still echoed in his ears. The man wanted the tree gone. Gone! It was absurd.

He paced the length of his living room, a restless energy coursing through him. Sunlight, filtered by the leaves, dappled the floor, a shifting mosaic of light and shadow. The thought of chopping the tree down, the beautiful, tall, old tree, made his stomach clench.

He ran a hand through his already disheveled hair, muttering under his breath. He had a million things to do. He didn't have time for this. He needed the tree. It was the only barrier between him and the annoying world.

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