The aroma of freshly brewed coffee did nothing to soothe the tightness in his chest. "Retired," the receptionist had said, her voice devoid of any emotion. Daniel had been expecting a crucial meeting with Professor Evans, the man who had cultivated his passion for archaeology. Now, his mind raced, replaying every interaction, searching for a clue, a sign. The silence in the empty lecture hall, usually filled with the professor’s booming voice, seemed to press in on him. He felt compelled to stand, walk, do anything to escape the hollow feeling.

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