The small space felt oppressive. He stood at the attic entrance, his shoulders stiff with tension. The plan was simple: retrieve some old family photo albums. The reality? A jumbled assortment of forgotten belongings.

He sighed, the sound escaping him as a puff of hot air. He'd been looking forward to a relaxing afternoon, and now this. He was now behind schedule.

He began to clear a path, tossing aside boxes and discarded furniture with a growing sense of irritation. He picked up a tarnished silver picture frame, its glass cracked and clouded. He wanted this done.

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