Clara ripped the blueprints from the printer, the paper tearing unevenly. She crumbled the sheets in her fist. The air in the lab, normally filled with the scent of soldering fumes, seemed stale and oppressive. She walked to the window and stared out, the image of the other company’s patent flashing in her mind. Her shoulders slumped. The light outside was fading. She closed her eyes, and a muscle ticked in her jaw. The design, the perfect execution, all of it. A waste. She let the ruined blueprints drop to the floor.

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