Rain hammered against the windows, mimicking the frantic rhythm of Leo’s heart. He’d driven all night, the familiar route suddenly alien under the weight of his failure. The cardboard boxes in the back seat held the remnants of his life, a life now compressed into a guest room. He fumbled with the key, a lump rising in his throat as he pushed open the door. The smell of his mother’s cooking, once comforting, now felt suffocating. He wanted to run, to rewind time to a point before the eviction notice. But there was nowhere else to go.

He avoided eye contact with his mother, busying himself with the boxes. Each item he unpacked felt like a fresh wound. The framed photos of his ex-girlfriend, the chipped mug he’d used every morning, the half-finished novel – all testaments to a life that had slipped through his fingers. He felt a sudden, uncontrollable urge to smash something.

His father came in, clapped him on the shoulder, and said, "It'll be alright, son." Leo managed a weak smile, but the words did nothing to soothe the tremor that ran through him. He just nodded, and went back to unpacking. He felt completely untethered.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290